{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T02:14:06.481660Z",
     "start_time": "2018-11-17T02:14:02.773115Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#未使用open作为输入\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "import tushare as ts\n",
    "import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T02:14:06.506562Z",
     "start_time": "2018-11-17T02:14:06.489226Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "HIDDEN_SIZE=10   #h维度\n",
    "INPUT_SIZE=8    #输入维度\n",
    "OUTPUT_SIZE=1   #输出维度\n",
    "LR=0.0001        #学习率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T02:14:06.530515Z",
     "start_time": "2018-11-17T02:14:06.509581Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#获取上证指数从20120101至今的行情数据\n",
    "def get_sh000001():\n",
    "    now=datetime.datetime.now().strftime('%Y%m%d')\n",
    "    api = ts.pro_api('8880894ba35f78a3f6030974566db30a32c88e8631e33f**********')\n",
    "    data = ts.pro_bar(pro_api=api, ts_code='000001.SH', asset='I', start_date='20120101', end_date=now)\n",
    "    cols = list(data)\n",
    "    \n",
    "    #开盘价放在前边,行情按时间从早到晚重新排列\n",
    "    cols.insert(2,cols.pop(cols.index('open')))\n",
    "    data=data.ix[:,cols].iloc[::-1,:]\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T02:14:06.997537Z",
     "start_time": "2018-11-17T02:14:06.532511Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\program\\anaconda\\envs\\tensorflow\\lib\\site-packages\\ipykernel_launcher.py:10: DeprecationWarning: \n",
      ".ix is deprecated. Please use\n",
      ".loc for label based indexing or\n",
      ".iloc for positional indexing\n",
      "\n",
      "See the documentation here:\n",
      "http://pandas.pydata.org/pandas-docs/stable/indexing.html#ix-indexer-is-deprecated\n",
      "  # Remove the CWD from sys.path while we load stuff.\n"
     ]
    },
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>trade_date</th>\n",
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       "  </thead>\n",
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       "      <td>20120120</td>\n",
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       "      <td>2357.1810</td>\n",
       "      <td>6.4160</td>\n",
       "      <td>0.2722</td>\n",
       "      <td>88911586.0</td>\n",
       "      <td>8.230695e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1641</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20120221</td>\n",
       "      <td>2365.4870</td>\n",
       "      <td>2381.4300</td>\n",
       "      <td>2382.1460</td>\n",
       "      <td>2345.0530</td>\n",
       "      <td>2363.5970</td>\n",
       "      <td>17.8330</td>\n",
       "      <td>0.7545</td>\n",
       "      <td>79348669.0</td>\n",
       "      <td>7.453852e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181008</td>\n",
       "      <td>2768.2075</td>\n",
       "      <td>2716.5104</td>\n",
       "      <td>2771.9384</td>\n",
       "      <td>2710.1781</td>\n",
       "      <td>2821.3501</td>\n",
       "      <td>-104.8397</td>\n",
       "      <td>-3.7159</td>\n",
       "      <td>149501388.0</td>\n",
       "      <td>1.415316e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181009</td>\n",
       "      <td>2713.7319</td>\n",
       "      <td>2721.0130</td>\n",
       "      <td>2734.3142</td>\n",
       "      <td>2711.1971</td>\n",
       "      <td>2716.5104</td>\n",
       "      <td>4.5026</td>\n",
       "      <td>0.1657</td>\n",
       "      <td>116771899.0</td>\n",
       "      <td>1.102925e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181010</td>\n",
       "      <td>2723.7242</td>\n",
       "      <td>2725.8367</td>\n",
       "      <td>2743.5480</td>\n",
       "      <td>2703.0626</td>\n",
       "      <td>2721.0130</td>\n",
       "      <td>4.8237</td>\n",
       "      <td>0.1773</td>\n",
       "      <td>113485736.0</td>\n",
       "      <td>1.113125e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181011</td>\n",
       "      <td>2643.0740</td>\n",
       "      <td>2583.4575</td>\n",
       "      <td>2661.2859</td>\n",
       "      <td>2560.3164</td>\n",
       "      <td>2725.8367</td>\n",
       "      <td>-142.3792</td>\n",
       "      <td>-5.2233</td>\n",
       "      <td>197150702.0</td>\n",
       "      <td>1.700578e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181012</td>\n",
       "      <td>2574.0415</td>\n",
       "      <td>2606.9125</td>\n",
       "      <td>2615.9169</td>\n",
       "      <td>2536.6653</td>\n",
       "      <td>2583.4575</td>\n",
       "      <td>23.4550</td>\n",
       "      <td>0.9079</td>\n",
       "      <td>170081635.0</td>\n",
       "      <td>1.428032e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181015</td>\n",
       "      <td>2605.9124</td>\n",
       "      <td>2568.0984</td>\n",
       "      <td>2611.9685</td>\n",
       "      <td>2564.7375</td>\n",
       "      <td>2606.9125</td>\n",
       "      <td>-38.8141</td>\n",
       "      <td>-1.4889</td>\n",
       "      <td>118576197.0</td>\n",
       "      <td>1.052147e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181016</td>\n",
       "      <td>2567.7643</td>\n",
       "      <td>2546.3296</td>\n",
       "      <td>2597.7152</td>\n",
       "      <td>2536.4410</td>\n",
       "      <td>2568.0984</td>\n",
       "      <td>-21.7688</td>\n",
       "      <td>-0.8477</td>\n",
       "      <td>119419144.0</td>\n",
       "      <td>1.067922e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181017</td>\n",
       "      <td>2574.3127</td>\n",
       "      <td>2561.6140</td>\n",
       "      <td>2582.5485</td>\n",
       "      <td>2517.5728</td>\n",
       "      <td>2546.3296</td>\n",
       "      <td>15.2844</td>\n",
       "      <td>0.6003</td>\n",
       "      <td>129953997.0</td>\n",
       "      <td>1.173884e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181018</td>\n",
       "      <td>2544.9110</td>\n",
       "      <td>2486.4186</td>\n",
       "      <td>2544.9110</td>\n",
       "      <td>2485.6192</td>\n",
       "      <td>2561.6140</td>\n",
       "      <td>-75.1954</td>\n",
       "      <td>-2.9355</td>\n",
       "      <td>125428513.0</td>\n",
       "      <td>1.065768e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181019</td>\n",
       "      <td>2460.0808</td>\n",
       "      <td>2550.4652</td>\n",
       "      <td>2553.3867</td>\n",
       "      <td>2449.1970</td>\n",
       "      <td>2486.4186</td>\n",
       "      <td>64.0466</td>\n",
       "      <td>2.5759</td>\n",
       "      <td>147323558.0</td>\n",
       "      <td>1.300959e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181022</td>\n",
       "      <td>2565.6444</td>\n",
       "      <td>2654.8762</td>\n",
       "      <td>2675.4063</td>\n",
       "      <td>2565.6444</td>\n",
       "      <td>2550.4652</td>\n",
       "      <td>104.4110</td>\n",
       "      <td>4.0938</td>\n",
       "      <td>211888449.0</td>\n",
       "      <td>1.973098e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181023</td>\n",
       "      <td>2652.6476</td>\n",
       "      <td>2594.8255</td>\n",
       "      <td>2659.8123</td>\n",
       "      <td>2583.2605</td>\n",
       "      <td>2654.8762</td>\n",
       "      <td>-60.0507</td>\n",
       "      <td>-2.2619</td>\n",
       "      <td>178343543.0</td>\n",
       "      <td>1.669194e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181024</td>\n",
       "      <td>2579.9715</td>\n",
       "      <td>2603.2951</td>\n",
       "      <td>2640.4017</td>\n",
       "      <td>2577.7725</td>\n",
       "      <td>2594.8255</td>\n",
       "      <td>8.4696</td>\n",
       "      <td>0.3264</td>\n",
       "      <td>160060407.0</td>\n",
       "      <td>1.420822e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181025</td>\n",
       "      <td>2540.9347</td>\n",
       "      <td>2603.7995</td>\n",
       "      <td>2606.1007</td>\n",
       "      <td>2531.5349</td>\n",
       "      <td>2603.2950</td>\n",
       "      <td>0.5045</td>\n",
       "      <td>0.0194</td>\n",
       "      <td>162032979.0</td>\n",
       "      <td>1.376302e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181026</td>\n",
       "      <td>2610.8982</td>\n",
       "      <td>2598.8468</td>\n",
       "      <td>2626.1160</td>\n",
       "      <td>2580.8452</td>\n",
       "      <td>2603.7995</td>\n",
       "      <td>-4.9527</td>\n",
       "      <td>-0.1902</td>\n",
       "      <td>158936119.0</td>\n",
       "      <td>1.334155e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181029</td>\n",
       "      <td>2593.5908</td>\n",
       "      <td>2542.1033</td>\n",
       "      <td>2595.5365</td>\n",
       "      <td>2529.1883</td>\n",
       "      <td>2598.8467</td>\n",
       "      <td>-56.7434</td>\n",
       "      <td>-2.1834</td>\n",
       "      <td>134241923.0</td>\n",
       "      <td>1.225000e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181030</td>\n",
       "      <td>2538.5737</td>\n",
       "      <td>2568.0481</td>\n",
       "      <td>2586.9188</td>\n",
       "      <td>2521.7836</td>\n",
       "      <td>2542.1033</td>\n",
       "      <td>25.9448</td>\n",
       "      <td>1.0206</td>\n",
       "      <td>166682309.0</td>\n",
       "      <td>1.523859e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181031</td>\n",
       "      <td>2573.0146</td>\n",
       "      <td>2602.7832</td>\n",
       "      <td>2612.9221</td>\n",
       "      <td>2567.0274</td>\n",
       "      <td>2568.0481</td>\n",
       "      <td>34.7351</td>\n",
       "      <td>1.3526</td>\n",
       "      <td>180550348.0</td>\n",
       "      <td>1.548947e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181101</td>\n",
       "      <td>2617.0325</td>\n",
       "      <td>2606.2372</td>\n",
       "      <td>2636.7992</td>\n",
       "      <td>2603.6514</td>\n",
       "      <td>2602.7832</td>\n",
       "      <td>3.4540</td>\n",
       "      <td>0.1327</td>\n",
       "      <td>200903932.0</td>\n",
       "      <td>1.802538e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181102</td>\n",
       "      <td>2649.2512</td>\n",
       "      <td>2676.4762</td>\n",
       "      <td>2676.4762</td>\n",
       "      <td>2628.8697</td>\n",
       "      <td>2606.2372</td>\n",
       "      <td>70.2390</td>\n",
       "      <td>2.6950</td>\n",
       "      <td>225026921.0</td>\n",
       "      <td>2.078616e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181105</td>\n",
       "      <td>2665.4270</td>\n",
       "      <td>2665.4306</td>\n",
       "      <td>2673.1879</td>\n",
       "      <td>2639.2707</td>\n",
       "      <td>2676.4762</td>\n",
       "      <td>-11.0456</td>\n",
       "      <td>-0.4127</td>\n",
       "      <td>193760100.0</td>\n",
       "      <td>1.685889e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181106</td>\n",
       "      <td>2660.7193</td>\n",
       "      <td>2659.3564</td>\n",
       "      <td>2660.8627</td>\n",
       "      <td>2635.3207</td>\n",
       "      <td>2665.4306</td>\n",
       "      <td>-6.0742</td>\n",
       "      <td>-0.2279</td>\n",
       "      <td>163669479.0</td>\n",
       "      <td>1.388009e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181107</td>\n",
       "      <td>2659.8446</td>\n",
       "      <td>2641.3420</td>\n",
       "      <td>2675.6772</td>\n",
       "      <td>2639.2463</td>\n",
       "      <td>2659.3564</td>\n",
       "      <td>-18.0144</td>\n",
       "      <td>-0.6774</td>\n",
       "      <td>173201986.0</td>\n",
       "      <td>1.472618e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181108</td>\n",
       "      <td>2660.0873</td>\n",
       "      <td>2635.6322</td>\n",
       "      <td>2662.3688</td>\n",
       "      <td>2632.3012</td>\n",
       "      <td>2641.3420</td>\n",
       "      <td>-5.7098</td>\n",
       "      <td>-0.2162</td>\n",
       "      <td>159635487.0</td>\n",
       "      <td>1.286688e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181109</td>\n",
       "      <td>2621.2380</td>\n",
       "      <td>2598.8715</td>\n",
       "      <td>2621.2380</td>\n",
       "      <td>2598.1609</td>\n",
       "      <td>2635.6322</td>\n",
       "      <td>-36.7607</td>\n",
       "      <td>-1.3948</td>\n",
       "      <td>152446307.0</td>\n",
       "      <td>1.212605e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181112</td>\n",
       "      <td>2593.2004</td>\n",
       "      <td>2630.5195</td>\n",
       "      <td>2631.1696</td>\n",
       "      <td>2590.2106</td>\n",
       "      <td>2598.8715</td>\n",
       "      <td>31.6480</td>\n",
       "      <td>1.2178</td>\n",
       "      <td>175031308.0</td>\n",
       "      <td>1.423514e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181113</td>\n",
       "      <td>2600.5004</td>\n",
       "      <td>2654.8795</td>\n",
       "      <td>2666.4853</td>\n",
       "      <td>2597.3477</td>\n",
       "      <td>2630.5195</td>\n",
       "      <td>24.3600</td>\n",
       "      <td>0.9261</td>\n",
       "      <td>249282447.0</td>\n",
       "      <td>1.896072e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181114</td>\n",
       "      <td>2648.3091</td>\n",
       "      <td>2632.2425</td>\n",
       "      <td>2658.3072</td>\n",
       "      <td>2627.9565</td>\n",
       "      <td>2654.8795</td>\n",
       "      <td>-22.6370</td>\n",
       "      <td>-0.8527</td>\n",
       "      <td>238449351.0</td>\n",
       "      <td>1.769704e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181115</td>\n",
       "      <td>2632.1379</td>\n",
       "      <td>2668.1704</td>\n",
       "      <td>2668.1704</td>\n",
       "      <td>2631.8875</td>\n",
       "      <td>2632.2424</td>\n",
       "      <td>35.9280</td>\n",
       "      <td>1.3649</td>\n",
       "      <td>207848721.0</td>\n",
       "      <td>1.718825e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001.SH</td>\n",
       "      <td>20181116</td>\n",
       "      <td>2669.7799</td>\n",
       "      <td>2679.1097</td>\n",
       "      <td>2695.5689</td>\n",
       "      <td>2657.0341</td>\n",
       "      <td>2668.1704</td>\n",
       "      <td>10.9393</td>\n",
       "      <td>0.4100</td>\n",
       "      <td>242198849.0</td>\n",
       "      <td>2.049836e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1671 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        ts_code trade_date       open      close       high        low  \\\n",
       "1670  000001.SH   20120104  2211.9950  2169.3900  2217.5200  2168.6440   \n",
       "1669  000001.SH   20120105  2160.8980  2148.4520  2183.4040  2145.5560   \n",
       "1668  000001.SH   20120106  2148.1470  2163.3950  2164.3220  2132.6260   \n",
       "1667  000001.SH   20120109  2164.7410  2225.8900  2226.2180  2148.4530   \n",
       "1666  000001.SH   20120110  2221.8320  2285.7440  2288.6280  2218.2750   \n",
       "1665  000001.SH   20120111  2282.9130  2276.0460  2290.6440  2265.1850   \n",
       "1664  000001.SH   20120112  2268.7390  2275.0100  2295.2240  2265.2560   \n",
       "1663  000001.SH   20120113  2277.0800  2244.5800  2281.5320  2225.7360   \n",
       "1662  000001.SH   20120116  2230.4330  2206.1930  2241.2590  2206.0450   \n",
       "1661  000001.SH   20120117  2206.5310  2298.3760  2298.3760  2196.1170   \n",
       "1660  000001.SH   20120118  2298.8340  2266.3840  2311.5790  2257.8980   \n",
       "1659  000001.SH   20120119  2266.0760  2296.0750  2305.7070  2259.3370   \n",
       "1658  000001.SH   20120120  2300.5000  2319.1180  2322.8910  2293.8930   \n",
       "1657  000001.SH   20120130  2324.4930  2285.0380  2324.4930  2284.2910   \n",
       "1656  000001.SH   20120131  2285.9540  2292.6100  2296.3840  2277.0560   \n",
       "1655  000001.SH   20120201  2288.0660  2268.0800  2305.8630  2263.3420   \n",
       "1654  000001.SH   20120202  2273.8500  2312.5560  2312.5560  2268.6870   \n",
       "1653  000001.SH   20120203  2306.6560  2330.4050  2336.2670  2300.9820   \n",
       "1652  000001.SH   20120206  2334.2480  2331.1360  2341.5750  2317.4220   \n",
       "1651  000001.SH   20120207  2319.4210  2291.9020  2319.7080  2278.8250   \n",
       "1650  000001.SH   20120208  2291.8120  2347.5300  2350.9650  2286.8190   \n",
       "1649  000001.SH   20120209  2344.2240  2349.5890  2363.6130  2333.9350   \n",
       "1648  000001.SH   20120210  2342.0110  2351.9810  2368.9790  2339.8850   \n",
       "1647  000001.SH   20120213  2332.0550  2351.8550  2365.3390  2325.0280   \n",
       "1646  000001.SH   20120214  2348.8770  2344.7710  2352.4690  2332.2470   \n",
       "1645  000001.SH   20120215  2340.4550  2366.7020  2374.2820  2335.1010   \n",
       "1644  000001.SH   20120216  2363.8970  2356.8600  2373.8040  2342.0730   \n",
       "1643  000001.SH   20120217  2366.6300  2357.1810  2372.5120  2344.7600   \n",
       "1642  000001.SH   20120220  2383.6860  2363.5970  2388.0090  2362.0120   \n",
       "1641  000001.SH   20120221  2365.4870  2381.4300  2382.1460  2345.0530   \n",
       "...         ...        ...        ...        ...        ...        ...   \n",
       "29    000001.SH   20181008  2768.2075  2716.5104  2771.9384  2710.1781   \n",
       "28    000001.SH   20181009  2713.7319  2721.0130  2734.3142  2711.1971   \n",
       "27    000001.SH   20181010  2723.7242  2725.8367  2743.5480  2703.0626   \n",
       "26    000001.SH   20181011  2643.0740  2583.4575  2661.2859  2560.3164   \n",
       "25    000001.SH   20181012  2574.0415  2606.9125  2615.9169  2536.6653   \n",
       "24    000001.SH   20181015  2605.9124  2568.0984  2611.9685  2564.7375   \n",
       "23    000001.SH   20181016  2567.7643  2546.3296  2597.7152  2536.4410   \n",
       "22    000001.SH   20181017  2574.3127  2561.6140  2582.5485  2517.5728   \n",
       "21    000001.SH   20181018  2544.9110  2486.4186  2544.9110  2485.6192   \n",
       "20    000001.SH   20181019  2460.0808  2550.4652  2553.3867  2449.1970   \n",
       "19    000001.SH   20181022  2565.6444  2654.8762  2675.4063  2565.6444   \n",
       "18    000001.SH   20181023  2652.6476  2594.8255  2659.8123  2583.2605   \n",
       "17    000001.SH   20181024  2579.9715  2603.2951  2640.4017  2577.7725   \n",
       "16    000001.SH   20181025  2540.9347  2603.7995  2606.1007  2531.5349   \n",
       "15    000001.SH   20181026  2610.8982  2598.8468  2626.1160  2580.8452   \n",
       "14    000001.SH   20181029  2593.5908  2542.1033  2595.5365  2529.1883   \n",
       "13    000001.SH   20181030  2538.5737  2568.0481  2586.9188  2521.7836   \n",
       "12    000001.SH   20181031  2573.0146  2602.7832  2612.9221  2567.0274   \n",
       "11    000001.SH   20181101  2617.0325  2606.2372  2636.7992  2603.6514   \n",
       "10    000001.SH   20181102  2649.2512  2676.4762  2676.4762  2628.8697   \n",
       "9     000001.SH   20181105  2665.4270  2665.4306  2673.1879  2639.2707   \n",
       "8     000001.SH   20181106  2660.7193  2659.3564  2660.8627  2635.3207   \n",
       "7     000001.SH   20181107  2659.8446  2641.3420  2675.6772  2639.2463   \n",
       "6     000001.SH   20181108  2660.0873  2635.6322  2662.3688  2632.3012   \n",
       "5     000001.SH   20181109  2621.2380  2598.8715  2621.2380  2598.1609   \n",
       "4     000001.SH   20181112  2593.2004  2630.5195  2631.1696  2590.2106   \n",
       "3     000001.SH   20181113  2600.5004  2654.8795  2666.4853  2597.3477   \n",
       "2     000001.SH   20181114  2648.3091  2632.2425  2658.3072  2627.9565   \n",
       "1     000001.SH   20181115  2632.1379  2668.1704  2668.1704  2631.8875   \n",
       "0     000001.SH   20181116  2669.7799  2679.1097  2695.5689  2657.0341   \n",
       "\n",
       "      pre_close    change  pct_change          vol        amount  \n",
       "1670  2199.4170  -30.0270     -1.3652   49245537.0  4.063292e+07  \n",
       "1669  2169.3900  -20.9380     -0.9652   58743447.0  4.660397e+07  \n",
       "1668  2148.4520   14.9430      0.6955   50583054.0  3.946587e+07  \n",
       "1667  2163.3950   62.4950      2.8887   76759839.0  6.213296e+07  \n",
       "1666  2225.8900   59.8540      2.6890  109585415.0  9.104590e+07  \n",
       "1665  2285.7440   -9.6980     -0.4243   84441781.0  7.426471e+07  \n",
       "1664  2276.0460   -1.0360     -0.0455   71569994.0  6.394588e+07  \n",
       "1663  2275.0100  -30.4300     -1.3376   71474322.0  6.403003e+07  \n",
       "1662  2244.5800  -38.3870     -1.7102   45859522.0  4.288479e+07  \n",
       "1661  2206.1930   92.1830      4.1784   87803560.0  7.740685e+07  \n",
       "1660  2298.3760  -31.9920     -1.3919   89940422.0  8.065524e+07  \n",
       "1659  2266.3840   29.6910      1.3101   72498861.0  6.388674e+07  \n",
       "1658  2296.0750   23.0430      1.0036   69922753.0  6.290642e+07  \n",
       "1657  2319.1180  -34.0800     -1.4695   58413687.0  5.186846e+07  \n",
       "1656  2285.0380    7.5720      0.3314   48738325.0  4.377752e+07  \n",
       "1655  2292.6100  -24.5300     -1.0700   53553811.0  4.855497e+07  \n",
       "1654  2268.0800   44.4760      1.9610   63471872.0  5.768236e+07  \n",
       "1653  2312.5560   17.8490      0.7718   78943697.0  7.024934e+07  \n",
       "1652  2330.4050    0.7310      0.0314   75734477.0  6.730563e+07  \n",
       "1651  2331.1360  -39.2340     -1.6830   67326906.0  5.809108e+07  \n",
       "1650  2291.9020   55.6280      2.4272   87114528.0  8.088570e+07  \n",
       "1649  2347.5300    2.0590      0.0877   98032325.0  8.965870e+07  \n",
       "1648  2349.5890    2.3920      0.1018   96501619.0  8.222247e+07  \n",
       "1647  2351.9810   -0.1260     -0.0054   86263585.0  7.771539e+07  \n",
       "1646  2351.8550   -7.0840     -0.3012   73130413.0  6.629493e+07  \n",
       "1645  2344.7710   21.9310      0.9353   98861021.0  8.763287e+07  \n",
       "1644  2366.7020   -9.8420     -0.4159   95051169.0  8.375845e+07  \n",
       "1643  2356.8600    0.3210      0.0136   71924839.0  6.512170e+07  \n",
       "1642  2357.1810    6.4160      0.2722   88911586.0  8.230695e+07  \n",
       "1641  2363.5970   17.8330      0.7545   79348669.0  7.453852e+07  \n",
       "...         ...       ...         ...          ...           ...  \n",
       "29    2821.3501 -104.8397     -3.7159  149501388.0  1.415316e+08  \n",
       "28    2716.5104    4.5026      0.1657  116771899.0  1.102925e+08  \n",
       "27    2721.0130    4.8237      0.1773  113485736.0  1.113125e+08  \n",
       "26    2725.8367 -142.3792     -5.2233  197150702.0  1.700578e+08  \n",
       "25    2583.4575   23.4550      0.9079  170081635.0  1.428032e+08  \n",
       "24    2606.9125  -38.8141     -1.4889  118576197.0  1.052147e+08  \n",
       "23    2568.0984  -21.7688     -0.8477  119419144.0  1.067922e+08  \n",
       "22    2546.3296   15.2844      0.6003  129953997.0  1.173884e+08  \n",
       "21    2561.6140  -75.1954     -2.9355  125428513.0  1.065768e+08  \n",
       "20    2486.4186   64.0466      2.5759  147323558.0  1.300959e+08  \n",
       "19    2550.4652  104.4110      4.0938  211888449.0  1.973098e+08  \n",
       "18    2654.8762  -60.0507     -2.2619  178343543.0  1.669194e+08  \n",
       "17    2594.8255    8.4696      0.3264  160060407.0  1.420822e+08  \n",
       "16    2603.2950    0.5045      0.0194  162032979.0  1.376302e+08  \n",
       "15    2603.7995   -4.9527     -0.1902  158936119.0  1.334155e+08  \n",
       "14    2598.8467  -56.7434     -2.1834  134241923.0  1.225000e+08  \n",
       "13    2542.1033   25.9448      1.0206  166682309.0  1.523859e+08  \n",
       "12    2568.0481   34.7351      1.3526  180550348.0  1.548947e+08  \n",
       "11    2602.7832    3.4540      0.1327  200903932.0  1.802538e+08  \n",
       "10    2606.2372   70.2390      2.6950  225026921.0  2.078616e+08  \n",
       "9     2676.4762  -11.0456     -0.4127  193760100.0  1.685889e+08  \n",
       "8     2665.4306   -6.0742     -0.2279  163669479.0  1.388009e+08  \n",
       "7     2659.3564  -18.0144     -0.6774  173201986.0  1.472618e+08  \n",
       "6     2641.3420   -5.7098     -0.2162  159635487.0  1.286688e+08  \n",
       "5     2635.6322  -36.7607     -1.3948  152446307.0  1.212605e+08  \n",
       "4     2598.8715   31.6480      1.2178  175031308.0  1.423514e+08  \n",
       "3     2630.5195   24.3600      0.9261  249282447.0  1.896072e+08  \n",
       "2     2654.8795  -22.6370     -0.8527  238449351.0  1.769704e+08  \n",
       "1     2632.2424   35.9280      1.3649  207848721.0  1.718825e+08  \n",
       "0     2668.1704   10.9393      0.4100  242198849.0  2.049836e+08  \n",
       "\n",
       "[1671 rows x 11 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ALL_DATA=get_sh000001()\n",
    "DATA=ALL_DATA.iloc[:,2:11].values  #取第2-11列\n",
    "ALL_DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T02:14:07.709646Z",
     "start_time": "2018-11-17T02:14:07.002424Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BNgAAjLmFBNq3394cb9u2cvtpA20V2gAAnGwCbQAAGHMLCbRrbY5XMtBuW478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\npVg76g0AAMC0e/Sju8e7do1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9W6B9661zV2ifemqydatAG2DS3HHHzP+7v3Pn6PYCq8mk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uwwb9SyZ5DqVsHPky5mlzLrAxMJuITFXV2yggIrINcAy2fDh65U0RkSswL5k/q+pHknjSBBYN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\n",
      "text/plain": [
       "<Figure size 1728x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(24, 12))\n",
    "plt.plot(range(ALL_DATA.shape[0]),ALL_DATA.iloc[:,2],color='b')\n",
    "plt.xticks(range(0,ALL_DATA.shape[0],100),ALL_DATA['trade_date'].loc[::100],rotation=45,fontsize=25)\n",
    "plt.yticks(fontsize=25)\n",
    "plt.xlabel('trade_date',fontsize=30)\n",
    "plt.ylabel('open',fontsize=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T02:14:07.760125Z",
     "start_time": "2018-11-17T02:14:07.711638Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_train_data(data,batch_size,time_step,train_begin,train_end):\n",
    "    batch_index=[]\n",
    "    data_train=data[train_begin:train_end]\n",
    "    #去量纲，标准化\n",
    "    normalized_train_data=(data_train-np.mean(data_train,axis=0))/np.std(data_train,axis=0)  \n",
    "    train_x,train_y=[],[]\n",
    "    \n",
    "    for i in range(len(normalized_train_data)-time_step-1):\n",
    "        if i % batch_size==0:\n",
    "            #每个batch还是的索引加入batch_index\n",
    "            batch_index.append(i) \n",
    "        #x和y每个样本间的间时间隔为1，y为x下一个交易日的开盘价\n",
    "        x=normalized_train_data[i:i+time_step,1:9]  \n",
    "        y=normalized_train_data[i+1:i+1+time_step,0,np.newaxis]\n",
    "        #训练样本个数为len(normalized_train_data)-time_step，分为了batch_size个batch\n",
    "        train_x.append(x.tolist())\n",
    "        train_y.append(y.tolist())\n",
    "    batch_index.append((len(normalized_train_data)-time_step-1))\n",
    "    return batch_index,train_x,train_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T02:14:07.797872Z",
     "start_time": "2018-11-17T02:14:07.762740Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_test_data(data,time_step,test_begin):\n",
    "    data_test=data[test_begin:]\n",
    "    mean=np.mean(data_test,axis=0)\n",
    "    std=np.std(data_test,axis=0)\n",
    "    normalized_test_data=(data_test-mean)/std\n",
    "    #确保最后一个batch正好是time_step的长度\n",
    "    size=(len(normalized_test_data)+time_step-1)//time_step  #有size个sample \n",
    "    test_x,test_y=[],[]  \n",
    "    #x和y每个样本间的时间隔为time_step，将测试数据切割为大小为time_step的时间片，y为x下一个交易日的开盘价\n",
    "    for i in range(size-1): \n",
    "        x=normalized_test_data[i*time_step:(i+1)*time_step,1:9] \n",
    "        y=normalized_test_data[i*time_step+1:(i+1)*time_step+1,0]  \n",
    "        test_x.append(x.tolist())\n",
    "        test_y.extend(y)\n",
    "    #最后一个时间片的处理    \n",
    "    if (i+1)*time_step+1 <= len(normalized_test_data):\n",
    "        test_x.append((normalized_test_data[i*time_step:,1:9]).tolist())\n",
    "        test_y.extend((normalized_test_data[i*time_step+1:,0]).tolist())\n",
    "    return mean,std,test_x,test_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T02:14:07.850378Z",
     "start_time": "2018-11-17T02:14:07.800895Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#神经网络、输出层权重、偏置\n",
    "MY_WEIGHTS={\n",
    "         'in':tf.Variable(tf.random_normal([INPUT_SIZE,HIDDEN_SIZE])),\n",
    "         'out':tf.Variable(tf.random_normal([HIDDEN_SIZE,1]))\n",
    "        }\n",
    "MY_BIASES={\n",
    "        'in':tf.Variable(tf.constant(0.1,shape=[HIDDEN_SIZE,])),\n",
    "        'out':tf.Variable(tf.constant(0.1,shape=[1,]))\n",
    "       }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T02:14:07.931680Z",
     "start_time": "2018-11-17T02:14:07.854161Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def my_network(input_data,weights,biases):    \n",
    "    #input_data是一个batch，有batch_size个样本，每个样本是time_step长度的时间序列数据\n",
    "    #每个数据是INPUT_SIZE维\n",
    "    batch_size=tf.shape(input_data)[0]\n",
    "    time_step=tf.shape(input_data)[1]\n",
    "    w_in=weights['in']\n",
    "    b_in=biases['in']  \n",
    "    \n",
    "    #input_data转为2维，转后的input_reshape是[batch_size*time_step,input_size]大小的2维数组\n",
    "    #转的目的是进行矩阵相乘\n",
    "    input_reshape=tf.reshape(input_data,[-1,INPUT_SIZE])  \n",
    "    #input_rnn是一次训练数据经过线性计算的结果，是[batch_size*time_step,HIDDEN_SIZE]大小的2维数组\n",
    "    input_rnn=tf.matmul(input_reshape,w_in)+b_in  \n",
    "    #将input_rnn转回成3维，[batch_size,time_step,HIDDEN_SIZE]，作为cell的输入\n",
    "    input_rnn=tf.reshape(input_rnn,[-1,time_step,HIDDEN_SIZE]) \n",
    "    \n",
    "    #定义cell，有HIDDEN_SIZE个输入维度\n",
    "    cell=tf.nn.rnn_cell.LSTMCell(HIDDEN_SIZE)\n",
    "    #初始化网络状态，也就是cell中最左边C，要对网络训练batch_size次，每次都需要初始状态\n",
    "    init_state=cell.zero_state(batch_size,dtype=tf.float32)\n",
    "    #把时间序列顺序过一下LSTM的cell，相当于把各cell串起来得到网络，output_rnn是记录lstm每个cell的输出,\n",
    "    #是[batch_size,time_step,HIDDEN_SIZE]大小的3维数组，final_states是最后一个cell的状态，\n",
    "    #也就是Ct，是是[batch_size,HIDDEN_SIZE]大小的2维数组\n",
    "    output_rnn,final_states=tf.nn.dynamic_rnn(cell, input_rnn,initial_state=init_state, dtype=tf.float32)  \n",
    "    \n",
    "    #取最后一个cell的输出输出层的输入\n",
    "    output=tf.reshape(output_rnn,[-1,HIDDEN_SIZE]) \n",
    "    w_out=weights['out']\n",
    "    b_out=biases['out']\n",
    "\n",
    "    #输出层的计算过程\n",
    "    #用output作为输入，计算预测结果，pred是batch_size*time_step的1维数组\n",
    "    #训练时喂入数据的batch_size是80，预测时喂入的数据batch_size是1\n",
    "    pred=tf.matmul(output,w_out)+b_out  \n",
    "    return pred,final_states\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T02:14:08.069644Z",
     "start_time": "2018-11-17T02:14:07.934744Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def train_network(batch_size=80,time_step=15,train_begin=0,train_end=1200,train_time=600):\n",
    "    #定义占位符\n",
    "    X=tf.placeholder(tf.float32, shape=[None,time_step,INPUT_SIZE])\n",
    "    Y=tf.placeholder(tf.float32, shape=[None,time_step,OUTPUT_SIZE])   \n",
    "    #获取训练数据\n",
    "    batch_index,train_x,train_y=get_train_data(DATA,batch_size,time_step,train_begin,train_end)\n",
    "    #定义预测结果，通过my_network函数得到\n",
    "    pred,_=my_network(X,MY_WEIGHTS,MY_BIASES)    \n",
    "    #定义损失函数\n",
    "    loss=tf.reduce_mean(tf.square(tf.reshape(pred,[-1])-tf.reshape(Y, [-1])))\n",
    "    #tf.summary.scalar('loss',loss)\n",
    "    #使用自适应优化算法\n",
    "    optimizer=tf.train.AdamOptimizer(LR).minimize(loss)\n",
    "    #创建一个Saver对象\n",
    "    saver=tf.train.Saver(tf.global_variables(),max_to_keep=15)\n",
    "    #定义损失列表\n",
    "    loss_list=[]\n",
    "    with tf.Session() as sess:\n",
    "        #初始化模型的参数\n",
    "        sess.run(tf.global_variables_initializer())\n",
    "        for i in range(train_time):\n",
    "            #将各个batch逐个喂入网络，每个batch的大小是batch_size，每个数据是time_step长的序列\n",
    "            for j in range(len(batch_index)-1):\n",
    "                _,loss_=sess.run([optimizer,loss],feed_dict={X:train_x[batch_index[j]:batch_index[j+1]],\n",
    "                                                             Y:train_y[batch_index[j]:batch_index[j+1]]})\n",
    "            #损失加入列表\n",
    "            loss_list.append(loss_)    \n",
    "            if i % 200==0:\n",
    "                print(\"保存模型：\",saver.save(sess,'./sh01_lstm_price/sh1.model',global_step=i))    \n",
    "        #writer=tf.summary.FileWriter('./sh000001_graph01',sess.graph)\n",
    "        \n",
    "    #绘制损失与训练次数的关系\n",
    "    plt.figure(figsize=(24, 12))\n",
    "    plt.plot(loss_list)\n",
    "    plt.xticks(range(0,len(loss_list),100),fontsize=25)\n",
    "    plt.yticks(fontsize=25)\n",
    "    plt.xlabel('TIMES',fontsize=30)\n",
    "    plt.ylabel('LOSS',fontsize=30)\n",
    "    plt.show()          "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T10:38:55.593976Z",
     "start_time": "2018-11-17T10:38:55.422049Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def pred_network(time_step=15,predict_begin=1200):\n",
    "    #定义占位符\n",
    "    X=tf.placeholder(tf.float32, shape=[None,time_step,INPUT_SIZE])\n",
    "    #获取测试数据，test_x为30x15x8\n",
    "    mean,std,test_x,test_y=get_test_data(DATA,time_step,predict_begin)\n",
    "    #定义预测结果，通过my_network函数得到\n",
    "    pred,_=my_network(X,MY_WEIGHTS,MY_BIASES) \n",
    "    #创建一个Saver对象\n",
    "    saver=tf.train.Saver(tf.global_variables())\n",
    "    with tf.Session() as sess:\n",
    "        #获取最后一次保存的模型\n",
    "        module_file = tf.train.latest_checkpoint('./sh01_lstm_price/')\n",
    "        #从获取的模型中恢复变量\n",
    "        saver.restore(sess, module_file) \n",
    "        #定义存放预测结果的列表\n",
    "        test_predict=[]\n",
    "        for i in range(len(test_x)):\n",
    "            #计算预测结果，test_x[i]为1x15x8，也就是batch_size是1\n",
    "            prob=sess.run(pred,feed_dict={X:[test_x[i]]})   \n",
    "            #将prob转为1维\n",
    "            predict=prob.reshape((-1))\n",
    "            test_predict.extend(predict)            \n",
    "        #还原去量纲前的数据\n",
    "        test_y=np.array(test_y)*std[0]+mean[0]\n",
    "        test_predict=np.array(test_predict)*std[0]+mean[0]\n",
    "        \n",
    "        ###################################\n",
    "        #1.绘制实际价格和预测价格\n",
    "        ###################################\n",
    "        plt.figure(figsize=(24, 24))\n",
    "                \n",
    "        plt.subplot(211)\n",
    "        pred_line,=plt.plot(list(range(len(test_predict))), test_predict, color='r')\n",
    "        real_line,=plt.plot(list(range(len(test_y))), test_y,  color='b')\n",
    "        plt.legend([pred_line,real_line],[\"predict\",\"real\"], loc=\"upper right\",fontsize=25)\n",
    "        plt.xticks(range(0,ALL_DATA[1201:].shape[0],30),ALL_DATA[1201:]['trade_date'].loc[::30],\n",
    "                   rotation=45,fontsize=25)\n",
    "        plt.yticks(fontsize=25)\n",
    "        plt.xlabel('trade_date',fontsize=30)\n",
    "        plt.ylabel('open',fontsize=30)\n",
    "        \n",
    "       ###################################\n",
    "        #2.绘制误差率图\n",
    "        ###################################\n",
    "        acc_value_ndarray=(test_predict-test_y[:len(test_predict)])/test_y[:len(test_predict)]\n",
    "        \n",
    "        mean_error_price = np.mean(acc_value_ndarray)\n",
    "        print(mean_error_price)\n",
    "        mean_error_ndarray=np.zeros_like(acc_value_ndarray)\n",
    "        mean_error_ndarray=np.full(mean_error_ndarray.shape,mean_error_price)\n",
    "        \n",
    "        std_error_price = np.sqrt(np.var(acc_value_ndarray))\n",
    "        print(std_error_price)\n",
    "        std_error_ndarray=np.zeros_like(acc_value_ndarray)\n",
    "        std_error_ndarray=np.full(std_error_ndarray.shape,std_error_price)\n",
    "        \n",
    "        plt.subplot(212)\n",
    "        price_line,=plt.plot(acc_value_ndarray)\n",
    "        mean_line,=plt.plot(mean_error_ndarray)\n",
    "        std_line,=plt.plot(std_error_ndarray)\n",
    "        \n",
    "        plt.legend([price_line,mean_line,std_line],[\"price_error_rate\",\"mean\",\"std\"], loc=\"upper right\",fontsize=25)\n",
    "        \n",
    "        plt.xticks(range(0,ALL_DATA[1201:].shape[0],30),ALL_DATA[1201:]['trade_date'].loc[::30],\n",
    "                   rotation=45,fontsize=25)\n",
    "        plt.yticks(fontsize=25)\n",
    "        plt.xlabel('trade_date',fontsize=30)\n",
    "        plt.ylabel('error_rate',fontsize=30)\n",
    "        plt.grid(True)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-17T10:38:57.196623Z",
     "start_time": "2018-11-17T10:38:56.367783Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from ./sh01_lstm_price/sh1.model-400\n",
      "0.01587923693564302\n",
      "0.02978596025562169\n"
     ]
    },
    {
     "data": {
      "image/png": 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y0EEHATBp0qRaj18b+h/xsGHDiIuLHs1+/PHHdZ+gRKUQXEREREQk1gUheETl\nUqnahuDffGPbM86Anj0tWFU7lOY3Ywb06AH77mvP09Jg507re5KXV2ZRzODl6tOn5pcPLrsqbj+F\n4CIi0uJdccUVAHzyySfVBuHl+4anpKQAVkUerd3JlClTmD59esNMVEopBBcRERERiXVVVYKnptYu\nBN+0ybZdu0Lr1haEqxK8eXlvleAjRpRWe5OWZtutWy0ED/UDB1i+HBIS7CWsqfbt7aVeVdRHIbiI\niLR4V111FUcddRQAv/rVr7jjjjtKK7zBFsKcPn061113HQOCX6cKGT16NABLlizh2muvLQ3J8/Pz\n+cc//sF5551HWvD/cWkwCsFFRERERGLdxo22raodSk0XXtq0CTp0sC+wcmKF4M0rIwPWrw8vVApl\nQ/Dc3DKV4HPnwmGHWZvw2hgwAFbt7AHbtkHEomAiIiItTdu2bXn//fc56aSTKCoq4t5776VPnz6k\npKSQmppKYmIiJ554Io8//jh5eXllxo4aNYoLL7wQgCeffJK0tDRSU1NJSUnhqquuYtCgQWUW0pSG\noRBcRERERCTWZWVBmzYWeJfXsaMFmvn5NbvWpk1lS4j79FE7lOY2Y4ZtKwvBIyrBi4pg/nwYPrz2\nt9l3X1i1o7N9YFLuV7tFRERams6dO/Pxxx/zzjvvcN5559G7d2927dpFQUEBvXr1YsyYMTz22GNk\nZGRUGPvqq6/yyCOPMHToUNq2bUtxcTFDhgzh/vvv54svviAx4sNraRitmnsCIiIiIiLSyLKyrAo8\naJURKQjGt28vUy1cqfIheO/e8J//WDAa7frS+GbMsNfx4IPD+8pXgodWwVy6FAoK6haCDxgAL+5I\npIB2tN+yBbp0aYDJi4iI/LDUph+3c44zzzyTM888s1b3iIuL48Ybb+TGG2+Menzs2LGMHTs26rHx\n48erUrwOVAkuIiIiIhLrghA8miAEr2lf8GiV4Lt2webN9Zuj1N3nn8Pxx5ftb1JJJfjcubb7iCNq\nf5ugpel37Ku+4CIiIrJXUQguIiIiIhLrGjsEB7VEaS4bN9pKl5GtUKDSnuBz50JyMgwcWPtbBSH4\nKgYoBBcREZG9ikJwEREREZFYl5UF3bpFP1ZVCP7cc3DJJeHn3lvFd/l2KKDFMZtL0A98xIiy+9u1\ng4SECpXgX31lrVBquygmKAQXERGRvZdCcBERERGRWDNpEqSn2+PiYguua1sJvmABXH01vPQS7NkT\nPqeoKHoluELw5jFzJrRvD4cdVvFYWpq99vn5kJjIrl2wcGHd+oEHl0tO9tYORe1vREREZC+iEFxE\nREREJJbk5cEvfwn33mvPt2zB5M6JAAAgAElEQVSBkpLaheAFBfCLX1j4XVICGzbY/k2bbBu5IGJa\nmoWwaofSPBYtgqFDoU2bisfS0sIfTiQmsnixvaR1DcGdgwEDHKvi91cluIiIiOxVFIKLiIiIiMSS\n2bOt+nv+fHuelWXbykLwlBTbRobgt90GS5fCb35jz4OAOwjBIyvBnbOWKKoEbx5Ll8JBB0U/lpYG\nmZn2OCmpXotiBgYMgFVuP4XgIiIisldRCC4iIiIiEktmzrTtsmXWBqO6ELx1a+jQIRyCL18Ojz4K\n118Pl19u+4KAO1oIDtYSRSF409u61RbGrCIEf3jNT7meRylok8LcuZaL9+1b91sOGACri3tTvOI7\n6xEvIiIishdQCC4iIiIiEktmzLBVD0tKrFVGdSE4WEuUIARftMi2l15acdHLqkJwtUNpekHf9ypC\n8MdKruYxrmfEfafy2WfWCsW5ut9ywADY41uz7su1lNz2R15/HXJz6349ERERkaagEFxEREREJFbs\n2QNffglnn23Pv/46HIJ361b5uMgQfPly2w4cCImJ0KlTxXYonTuXHd+7N3z/Peze3TDfh9TM0qW2\nrSQEz0vqwXcM4MdMY9n6JFaurF8rFLAQHGDVmb/h7/9vJxdcAG+8Ub9riohIw/D6DR3ZizX2+1ch\nuIiIiIg0jvnzYcwYKCxs7pm0HF9/bYta/vznFlQHIXhiorU8qUz5ELxnTxsDZft9b9pkoXjr1mXH\n9+ljrTHWr2/470kqt3QpJCTYzz+Kb3btB8C1PM6s55Zx2mlw4YX1u2UQgn8w4Hpui/8LABumL6/f\nRUVEpN7i4+MpLi5u7mmI1FlxcTHx8fGNdn2F4CIiIiLSON59F6ZOhe++a+6ZtBxBP/Djj4fDDguH\n4FW1QoGyIfiKFbD//uFjkf2+N2+u2AolOAfUEqWpLV0KgwZZ+5soFudY8+8hLGbIIfFMngyDB9fv\nlvvsY5+BPPhwHB06tqaDyyfrwwXqDy4i0swSEhLIy8tr7mmI1FleXh4JCQmNdn2F4CIiIiLSOFas\nsG3QQkMa34wZ1sake3cLwb/5BjIzaxeCL18O++0XPhbZ73vTpqpDcC2O2bSWLq28HziweEt3OpBH\nPzIgKalBbhkfD/372+Mnn3T06b6brE1x8PHH0QcokBERaRLJycls27ZN1eCyVyouLmbbtm0kJyc3\n2j0UgouIiIhI41i50rYbNzbvPFqKkhKrBD/hBHt+2GFQVARffVV9CJ6aaiH49u2wZUvZSvDevW1/\nbm7lIXiPHrb9/vuG+V5aqocegnHjKu4vKam4b8cOaz9TVQi+vhMH8w1x+HB7mwbw85/DzTfD+edD\n9/1TyGrTB+67r+KJ8+fbByxff91g9xYRkeiSkpLo0KEDmZmZZGdnU1RUpB7h8oPmvaeoqIjs7Gwy\nMzPp0KEDSQ30oX00rRrtyiIiIiLSsqkSvGl9+y1s3WqtUMBCcLAgvKaV4MGimOUrwcGqwTdtgpEj\nK45PTIQ2bez+UnevvAILFljKfOCBtu/Pf4ZHHrHXJvIfhunptq0kBPceFn+XyDksth0NGIKPHx9+\n3L1nHHOS94fp02HWLDj22PDBefOguBimTQu/H0VEpFE45+jatSu5ubnk5OSwadMmVYXLD158fDwJ\nCQl07tyZpKQknHONdi+F4CIiIiLS8LZtsy9QJXhTmTHDtkEl+L77QkqKVQzXJAQvKQlX7JavBAdY\nvdpC7miV4M5BWppC8Ppat87S67vvhldfhYwMS5wLC+Hll+Gaa8LnLl1q20pC8Kws2JodzxAWQ7t2\n0Kpx/unXowd8vzMFn9YZd++9MHly+GDw2yBBr3oREWlUzjmSk5MbtaWEyN5K7VBEREREpOEFVeCg\nSvCm8vXX1tZk4EB77hwceqg9rkkIDtY6JS7OAvRAUAkeBOTRQnCwEHzLlrrNXSzo3rzZXovXXoNl\ny+CWW+x1PPBAeOyxsotPpqdD27bhBt3lLA4VgA9xSxqsH3g03bvDzp2OvLHXwQcflO0BvmqVbWfN\nit7SRURERKSJKAQXERERkYYXhODt26sSvKlkZFh4HflrpEELim7dqh4bhOBz5kDfvhauBnr2tGB8\n3jx7XlUIrkrwutuwwbZ//CMkJMCFF8Jbb9nzW2+10Hv69PD5S5daOB4fH/VypSF4x7UN2gqlvODz\nlax+R9uDZcvCB1eutPlt3x5u3yIiIiLSDBSCi4iIiEjDW7HCgtPhw1UJ3lQyM6Ffv7L7jjjCtkFL\nk8oEIfjSpWVboYC10ejZs/oQvHNnheD1sW6dbQ89FK67DhYutCrvW26BCy6wDxkeeyx8/tKlVS6K\nuWiRBdSdu7hGrwQHyOp4YHheYFXrK1fC6NH2XC1RREREpBkpBBcRERGRulmzBo48MhzeRVqxwtpo\n9OmjSvCm4L2F4H37lt1//vnw4YcwbFjV44MQ3Puyi2IG+vQJv86qBG8cwc93n33gt7+FESPg6aet\nn3f79nDZZfDOO3Zefr5V/lcRgi9eDEOGAF26NE0IHt/LPjAJKr43b7bWKKeeau8ZheAiIiLSjBSC\ni4iIiEjdzJ5tPaQ/+KDisRUrLEzt2lWV4E1h82YoKKhYCR4fD6ecUv34IASHipXgEO4LDtWH4JF9\nq6XmghC8Vy8Lrj/7DE4+OXz8qqusr/YRR4Q/qKgkBC8qsoLsIUOABx6A++9vtGmXhuBbWtl7JwjB\ng0UxBw6E44+HL75otDmIiIiIVEchuIiIiIjUTdDDuHy45X3ZEDw/376k8WRk2LZ8JXhNRYbg0SrB\ng3YqrVqVPTdSWpqlrzk5dZtDS7duHaSkVF613b+/hdnHH28tRm691aqso1i5EnbtgqFDsfNPOKHR\npp2WZp+1ZGUBgwaF26EEIfiAATaH1ath/fpGm4eIiIhIVVo19wREREREZC8VhOCzZpXdv2UL7Nhh\nYWpKiu3btMlCPGkcmZm2LV8JXlPB6wRVV4J36WK93qNJS7Pt1q1lryc1s3attUKpyq231uhSX31l\n2yFD6jmnGoiLs3VXs7KwyvS337YEftUqO9ivHxx3nJ38xRfws581/qREREREylEluIiIiIjUTRCC\nr1xZtuXJihW2DSrBQS1RGlstK8E/+wxycyN2tGoFiYnQunXZ1ieByBC8Mp0721Z9wetm3brqQ/Aa\n8B4eftgKsIcObYB51UD37hGV4CUlsHy5/bnQty+0aWOLfbZvr5YoIiIi0mwUgouIiIhI3WzYAAkJ\n9nj27PD+yBC8Wzd7rMUxG1dmprUpqUEF9uzZMHIkPPlkuQMdO1py2irKL4sG7VAq6wcO4UrwLVtq\nNGUpp4FC8Pffh/nz4fbbo7+UjaE0BA96lKenWwg+YIA9b90ajj4aPvrIQnIRERGRJqYQXERERETq\nZsMGGDXKKj0jKzxXrLAmwf37qxK8vvbssYUtp0+v+rzMzBpXgd91l22//rrcgd69Ydiw6IOCSvCa\nhOCqBK+93bvtg6J6huDew4QJ9p/eL3/ZQHOrgdIQfP/9wTnrC75qlS2KGbj0UgvHK3z6IiIiItL4\nFIKLiIiISN1s2AD77guHH162L/iKFdYHuHXrcGiqSvC6WbbMqmf/85+qz8vIqFE/8DlzYOpUe2kW\nLix38N//rjyg7NTJ2p1U1dddIXjdff+9Jdj1DMGnTIF586wKvHXrBppbDfToYf+Jl7Rtb38mzJ5t\n74OgEhzgF7+wD3Ruuw3WrGm6yYmIiIigEFxERERE6iI3F/LyoGdPW/Ru7lxbDA8sBN9vP3vcrh0k\nJ6sSvK6WLCm7jcb7GleC33235dnXX29tm3fujDjYvTukpkYf6Jwl6LfdVvnFO3a08xSC1966dbat\nZwh+9932Nrj44gaYUy107w7FxaGXftAg+PRTOxBZCe4cPPWUtUO5+mp734qIiIg0EYXgIiIiIlJ7\nwaKYPXvCscdaAD5/PuTklA3BwfqCqxK8bmoSgm/fbh9KVFMJ/vXX1i/65pvh+OMti/zmm1rMpX9/\nWzyzMvHxlrArBK+9BgjBt22DL7+EK69s2ipwsBAcIvqC79ljOyJDcLD30D33wAcfwDvvNOkcRURE\npGVTCC4iIiIitReE4L16wTHH2OM334QRI6CwEM4+O3xu166qBK+rIPz+/nsLu6PJzLRtNZXg995r\nxdrXXx9u/V2hJUp9paVpYcy6aIAQPD3dtkOHNsB8aqlMCD5oUPjAvvtWPPmGG6wqvEJTehEREZHG\noxBcREREpKWZNg2efbZ+14isBO/e3cKuBx+ElSut3Pikk8LnduumELymyvQnwULwlJTw42gyMmxb\nRSX48uXw9ttw7bV2uX79ICmpkUJwVYLX3rp1VmUfvNZ1EITgkRl0UwlC8O+/xyrBwf5sSEioeHJ8\nPLRvX/G9LiIiItKIFIKLiIiItCTLlsG551pPjJKSul8nMgQHOP10C7unT4dTTy17bteuaodSE889\nZyFokGYWFtqHCkFVfWUheA0qwR96CNq0sSpwgLg4qxhWCP4DsW6dVYE7V+MhhYVlny9bBm3b1qg1\nfIMrUwl+4IH2JHJRzPISEhSCi4iISJNSCC4iIiLSUhQUwM9+Bvn5tqjl6tV1v9aGDVa5mpRkzx98\n0IK84cMrntutmwWjRUV1v1+sW7jQyrSLimDyZNv37bf2QcXo0fazrqoSPDHR+nFHsWkTvPCCLZbY\nrVt4/7Bhdtv6fBZSQefOCsHrIgjBa8B7a6udnAzz5oX3p6fDAQdYoXVTS0yEDh1CIXhyspWjH3po\n5QPat7c/j0RERESaiEJwERERkZbipptg8WK4+257vmBB3a+1YUO4ChygVSv7iqZrV0vu1Cs6upwc\nOP98q6Lu3x8++sj2B6H3wQdbi4mqKsH79q20ivjxx23d0t/+tuz+Qw6x9TSDbip1sXlzuJ01oJ7g\ndVXDELy42Kr577zT1p4M3ipgIXhztEIJdO8eCsEBvvgCHnig8pNVCS4iIiJNTCG4iIiISEswfz48\n/TTcequlofHxDRuCVyUoP1Zf8OiuuQa++w4mTYIzzoAZM6zXxZIl9sHC/vvD4MFVh+CV9APfudNC\n8DPPtCrhSPVdHDM3F449Fi64IGJnWppV+KrKt+aKiqyZdjUhuPdwySX2ev7ud/a2mD3bjhUU2IcZ\nP5gQPDXVqr0rk5Cg94iIiIg0KYXgIiIiIi3B2rW2/dnPLJw68MCmC8G7drXtD7UvuPfNF8ht3Qr/\n/Kf1aD/hBPjxj20us2db6L3fftbM+6CD7OcXrdVIRkaljaCff96G/O53FY8dfLD1Bq9rCH7ttday\nPGgPD1gIHnxfUjMbN1qJdzUh+CuvwMsvw7hx8P/+HxxzDHz5pb19ly+3bdCOuzmUCcGro4UxRURE\npIkpBBcRERFpCXJybJucbNtDDqk6/fS+6mN1CcF/qJXgr7xic2yO4Pbjj+3ned559vxHP7Iq/Y8+\nshB88GDbH2zLV4Pn5MD27VErwYuLbUHMo4+G446reOuEBMvY6/JZyMsv21dqqt2+lELw2gv6yVQR\ngq9fb21QjjvOWqGAva6bNtlnIMFaqs1dCf799xX/6Ij6R4naoYiIiEgTUwguIiIi0hKUD8GHDbPq\n8Ghh5QUXwC9+Ufm1tm+3dh21bYfyQ60Ef+EFWyj0iy+a/t7TpkHHjuEFRZOSLN187z1Ytar6EDwz\n07ZRKsH//W/rsvK731XaLrx0cczayMy0Di4nnGDV4Dt2WOAO2MKYoL7gtbFypW179Yp62Hu4/HLr\nAf7CC+GFL48+2rZffmkheFyctUhpLsOHQ3Y2PPlkeN+779ofE5MmlTtZC2OKiIhIE4v5ENw5d5hz\nbpxz7l3n3DLn3Fbn3J7Q9gvn3O3OuU61vOZTzjkf+sqowfndnHMPOue+dc4VOOe2OedmOOcud66y\nf5KUGT/AOfcP59xq51yhc26Tc+5D59xPazNvERERacGiVYJDxQTUe6tOfvddS92iCfpf1DQET0mx\nlh4/xErwzZvhs8/s8axZ0c/5/nuYPr3h7+09TJtGyagfh5NNsJYo33xjx4Pwu3dvC8jLh+BBgDpg\nQIVL/+UvMHAgnHVW5VM45BCrJN62rebTnjLFPjN4+ulw5r1jR+igKsFrp6jIFpDs399a3kRYsQL+\n9jcYMwamToU//9lez8DBB1tBdRCC9+8P7do18fwjXHwxnHaadfZZsMDmdeGF9t666CJ7v5RSJbiI\niIg0sZgPwYFLgfHAGcABQAJQAHQCjgXuAb51zh1Tk4s550YCV9T05s65w4ElwG+A/YEiIAk4HngG\nmOqca1vF+NOARaF79gN2AWnAKcCbzrmJNQnSRUREpIXLybFFFtuG/toRrIpYvhfG+vWWWuXnw7x5\n0a9V2xDcOWs38kOsBH/nHStj7ty58hB8wgQYPdoCy4aUnk7uumwOmPEMDzwQsf/kk8OPgxDcOQtJ\nKwvBI9NR4PPP4auv4De/KZuvl3fssbatTRF8ejp06GALbaam2r7SligKwWvn2WftA4+//tU+KAqZ\nMcNam9x0k73Ef/iDVd9HatUKjjgiHII3ZysUsEr0F1+0/5TOO8/WeO3Z0/qVjxkDV14Jjz0WOlkh\nuIiIiDSxlhCCzwF+BxwDpHrv23vvk7EgeiywGegM/Mc5l1LVhZxzCcCzWJA9t7obh673PhZaLwOO\n8N4nAR2A64A9WJj9cCXj+wOvY8H9F8AB3vsUIAW4K3TaJaHvT0RERKRyOTlWBR58dt61qyVU5UPw\nyMrwoEK6vNqG4GANg2fMqBjiNrc334R994Vf/tJS4927K54zZw7s2mUfEDSkadO4mztZuSmFTz+N\n2H/kkVb13bq1Ne0ODB4cPQTv0sWq7bHi/Zkz4Y9/tDBy7Niqp3DUUZa9fv55zaednm4LMDpnnVxA\nIXidZGdbg+8f/QjOOad0944d8KtfWZv3776zl/i++yxkLu+YY2D+fAuam3NRzEDnzvDaa7B6tT2f\nOtU69bz9Nhx/PDz4YOhEtUMRERGRJhbzIbj3/iXv/V+9919677Mj9ud5718Efhna1RU4vZrL3QsM\nAP4fVt1dnVuA7ljl+Wne+7mhe+/23j8OjAudd4VzLloHv7uwwDwLON17vzxi7uOA4JcKb3fOpdZg\nPiIiItJSBSF4pGiLYwaheN++lbcAqUsIPmGCJaWHHgp33NHwVdV1sX07fPKJla0ed5z1OS//oUBh\nISxebI+/+65Bb5/+1lIe5mbi4spl261bW+nsYYfZ48Dgwda+ZfPm8L4VK0qrwN9+2zLoE06w6uC7\n7rKssSrt2lkQXtsQPKg6rlAJ3qaNBfgKwat3zz32c3r44TJN22+4wdr1v/yytTipytFH2wcfu3c3\nfyV4YMQI+PBD+zAm+AWFNm1gyBBrowOoElxERESaXMyH4DXwZcTjSpdkd84dDdwALMdaqNTExaHt\nJO/96ijH/w7kAfFAmdWnnHMdgKDn95ORAX6E+0PbZODsGs5JREREWqJoIfiwYbB0qVU5BxYutMro\nn/zEUqxoYfWGDZZ+VpewRjrtNFi2zJoE33tvlJXymsG779r399OfhvuClG+JsnBh+GfQgCG4Lyjk\n+lkXkth2DzffbEXm2ZF/25s40cpoIw0datsglAcrEw5Viz/0kBWFv/WWZatXX12zuYwYYZ1vcnOr\nPzc3F9atC1cdVwjBwZJ4LYxZtYwMePRRuOQS+2Ao5M034aWX4Pbbrcq7OkcdFX78QwnBwTr6HHBA\n2X0dOliXJcBC8IICa14vIiIi0gQUgsMJEY9XRTsh1LN7IuCAK733hdVd1Dl3ANAn9HRKtHO893nA\njNDTU8odPh4I/mVZ2fgMIL2S8SIitfPdd/Y7zCISmyqrBC8qsiA8sHChheMjR1rZ5tdfV7zWhg21\nqwIPdOkCzz9v4fncajvLNaioWdtbb9mCk0ccYd9P374VQ/Cvvgo/Xh2tpqFu/nXvSj4pOYm7x37H\niSfavjLV4B06hHuNBIYMse2iRbYtKLCS4YEDyc6G2bPh5z+Hc8+tOLQqI0ZYW/TZs6s/99tvbVtp\nJThYCK5K8KrddZf1N5kwoXSX99bG5pBDrEtKTXTvbm1T4IcVgkfToYO9ZUtKCH+AVljtP6tERERE\nGkSLDMGdc22dc/2cc9cBL4d2rwTeq2TIn4BBwHPe++k1vM3BEY+/qeK84NhB5fZHjq+q9UowfnAN\n5yUiEt3vf29NSFWVJRKbcnOjh+AQbgGSn2/tNYYNsz7FEL0lSl1DcLBVGocMCQe5TWDhQgvgVqyI\n2FlYaD0bzj033Iri2GNthcjIPwe/+gq6dbO+FA1UCb5sGVzxl4EcwVdc9UA/Dg79re+bqv7GCDaP\nrl3DP7tgPgMH8vHHFmSPHl37+RxzjL0sNWmJkh4qv1AIXg/LltkKktdcA/uEfxF1xgx7j958c9ku\nONUZMQL69KndBx/NoUMH2+7ciVWClz4RERERaXwtKgR3zhU65zxQCKzG2pGkYotOjvLe74oy5lDg\n98DG0LamIv9lWNUqSsGxZOdcYpTx2733Vf3tMBhfx3+Jiohgv4P/3nuWoERbFE5E9n7RKsEHDrTq\n7MmT7fk331gAPGyYha2DBkUPwdetq3sIDtbWY+HCJvvQbdEiq0CdMSNi5/Ll9uddZM+J446zgH/t\n2vC+uXOtUnzffRskBN+xA846C9rH7+at1Mtp1TGRPn0gMbGGa4YOHRoOwVeutO3AgUyZYmtjHn10\n7eeUlASHH17zELxVq3Cv5/btrd9zmVYuCsGrNm6c/eBuu63M7okT7bU477zaXe7hhym7sOoPVBCC\n5+cTDsG1OKaIiIg0kRYVgmMLTG4E8iP2fQrc5L1fU/5k51wrrA1KK+AG7/328udUISnicVUhduSx\npCiPqyuPCI4nVXaCc+4K59xc59zczZELKYmIBN56Kxx+6x+kIrEpWggeFwcXXwzvvAObNoUXyRw2\nzLYjR1bsC56TYw2s94+2pncNDRsG27aFF9hsZBs32rbMmpfLltk2aG4NFfuC5+Za6jt8uIXg9WyH\nUlJiv3Dz3XfwxojH6J1kybFztuZltZXgYCH4kiX2moRCcD9gIFOnwo9/bAF1XYwYAf/7X/X/C0hP\ntwA8qFR2zqrBy1SCd+6snuCVWbAAXn8dbrrJPmgKycmBN96wdjZBPlxTnTrZ2/OHrkwIHrRDUSW4\niIiINJEWFYJ77/t577t77xOBbsAtwCHAHOfcXVGG3BY6/r73/vUmnGqD8t4/7b0f7r0f3qVLl+ae\njoj8EL3ySvixQnCR2BQtBAe47DILVF9+2ULw5ORwk+GRIy0Inj8/fH7QD2NwPTqxBSF7ELo3sqgh\neHq6JbiRYf6QIZbUzZxpz+fPt2r1I46wdiibNlmf9Dp67z37+utfYUTKwjJp58EH1yIELyy0AHzF\nCkhLY/G6VDZsgDFj6jw1Roywz0LnzKn6vPT0ir2nK4TgaWlW8r5nT90nFKueftreY7fcUmb3v/5l\nefCllzbTvJpA1EpwheAiIiLSRFpUCB7Je7/Je/8gMBrwwJ3OudOD4865g4A7gTzgmjrcIjficVX1\nHJHHcqM8rq4WJDieW+VZIiKVWbsWPvsMBgyw5wrBRWJPUZGFTdFC8EGDrAL62WfDi2IGPbJPCK0f\nHrlYZLCI5kHllzOphfILPDayyBC8pCS0c9kyC/uDilSwMupTT4UXXsB/t5qPX93IHlqFK8GhXtXg\nDz1ka29eey32ekTce/Bg2LzZcnaAf/4Trr46yvqhQ4fadvFiC8JDrVCgbv3AA8cfby/7iy/ayx3Z\nESawe7fdstoQvFcv265bV/cJxapNm+xNUK6B93PP2XvgyCObaV5NoEzuHbz39XcOERERaSItNgQP\neO/nAKFyH66IOPQ40Aa4F9junEuM/MJapAC4iP2RS9hE/n5vryqmEBzL8d5HlhYF41Odc1UF4cH4\npvl9YhGJPa+9ZpWOl11mz/UPUpHYkxv6rDxaCA723/+yZZZ+BlXaAD162Ne8eeF9S5ZA27b167/Q\nsaMFgdVVgi9ZApMmwa4Ky7bUShAs5+ZCRkZoZ3p62VYogYcfhvh4Jo55gx8/fT4vdPqNta2oZwj+\n9dfWc/v660MtS3burFAJDvYtFxTADTfAU09ZEfpRR8G334ZOHDTIVrFctKg0BJ861bLx+rRpT021\n+zz/vLVG79OnYp/plStt6YhqQ/ADDrBt6aSl1PbtFQLwr7+2VjSXXhr+/CkWqRJcREREmlOLD8FD\ngsUlB0bs6x/a3o9VWZf/+kXoeJ+IfddGjI/8hdaDq7h3cGxpuf2R46v6feNgfE2WUhIRqejVV20l\ntaAyU/8gFYk9OTm2rSwE/9nPbGXGYFHMSIcfXjYEX7rUwuP4+PrNKXKBx8rccIM1Se7XD+67z9qA\n1MHGjdC9uz1esAArB//224ppLkCfPnw/7il+u9xqI6a0O9f29w/91bCOi2M+/LD9iC+/PLSjoKBC\nJThYCP7Pf9q6kv/5D/z97/b5xJ/+FDqxXTtr4TJnDqxZQ07vwcycWb9WKIGPP7ZA9t137fns2WWP\nB51wqg3Bgw8Xgr7rEpadbT+wkHnzrIK/c2drzx/LtDCmiIiINCeF4CYoZWqwliLe+2+BYLHNqL+c\n6pzrAIR+z5hp5Q7PBIK/FVY2vi8Q/DOk/HgRkaqlp8MZZ1gIdfHF+tVkkVgWhOBJlayjnZgIF15o\nj6OF4MuWhZIrLKWtTz/wwLBhFkQXFlq7luOOgz//OXx81y6rTB8zxs69/XZ49NE63WrjRjjpJFsH\ndOFCIDPT7hutEhy4ftaFFMYlMIqP+WTrMGttnZZmP786hOAbNlhB+2WXQUpKaGe5SvAePSwbXbzY\nvs2hQ+HMM+G666xC+O23wxXtDB1qZdre89/CYykqapgQvEMHOPRQ+19D3742l0hBCF7+xxZ1YczU\nVFWCR5OdXVoJ/skn1mHKbLEAACAASURBVHY/IcHa0Hfu3LxTa2xaGFNERESaU0yH4M65eOeq/qVC\n59woIOi+Nz3YH1pE01X2BbwYOjUzYv8j5S7/Umh7oXOuX5TbXwskAsXAq5EHvPf5wFuhp1c751Ko\n6NbQNhf4T1Xfp4hIGX//u1V+f/65hU5XXKEQXCSWVVcJDvDHP8JvfmMpaKTDD7fK6QULrJ/ImjX1\n6wceGDrUemssXWqL886aBRMnho/PmWNB9RVXwNSpVon99de1vk1JSbgN8wEHhCrBgwrlUJo7aRKc\ndpoVnv/xj/DWW45xvy/k6kO+JGdXO778EutTse++dWqH8vjj9q3ecEPEzoKCMiG4c/bZwuuv22eT\nN9wQbo1xxRW2xuTzz4dOHjq0dNHJKRkHkpRkbd0bUrRC/fR0a5MShJmB1FTLdkv7rTtnP1tVglcU\nCsFzcuCss+yXHGbNCneQiWVqhyIiIiLNKaZDcKA3MN85d6Vzbt/IQNw519s5dxvwDuCAbcDDDXz/\nvwJZ2OKVk51zh4fu3cY5dzVwd+i8p733y6OM/xOQD/QA3nPO7Rca38E59yfgqtB593jvt0cZLyIS\n3bPPWmXlypXw+99bWwOF4CKxqyYheP/+8OCDoYbVEQ47zLZffw3p6Xjgog8v5umnazeFceOsJUip\noOJ87lyYMMHuu3y5/bkEMH26hakjRtjzgw6yKvRa2r7dAuhu3eCQQ8qG4Lm9D2LsWOu4smSJZfD3\n32/n3XJXMqM+vYP4eMvgAfsZBZXgCxfagpnff1/mfuvXW2F7YOVKeOQR+OlPy7VRL7cwJlhf8Oxs\nKzq/6KLw/kGD7Mfw9NOhoDm0OKYHpnzVmZNPhtataVBDh1ohd2Q79vT06B1kUlOtk07wNgMs1VUI\nXlZJSWkI/tZbFgY/80z9ernvTdQORURERJpTrIfgAMOAp4BVQKFzbrNzLg9rVXI/0AFYDZzsvc9q\nyBt773cApwNbgYOAuc65HCAPeAJbeHMacHMl41cDPwN2Ym1TljvnsoEdwAQsvH8B+EtDzltEWoCs\nLAtvunQJ71MILhK7ahKCV6ZnT0uQ582DpUv5gNN4bUZv/v736Kfv2QPnnGPF3YFp0+Cuu+DeeyMC\n4gED7M+dCRNstcpHQr9Q98EHtp0+3YLyTp3s+eDBlspGJsw1sHGjbYMQfM0a2DY/k+zU/hw5Jo2X\nX7Z+26tW2Y9pxQq7devW1rXimGPgww9DFwsqwb2HO+6wn8nkyWXuNXAg/OQnVsReXAxjx9q1Hi5f\nalGuHUrwLULZX84JXHml5e+ffEJpCJ6efDRr18czOmrjvPoZMsTmH7RA2bXLHkf7JYBgnccKfcGz\nsmDHjoaf3N4qL8+C8I4defll2G8/W4y0pVA7FBEREWlOsR6Cb8BC5CeAecAWIBn7vtcA7wGXA4O9\n9/MbYwLe+3nYwpYPAyuA1lh190zg18AY7/2uKsZ/AAwFngEygPZANvARcJ73/hLvvW+MuYtIjCoq\ngs2bw6vEBRSCi8Su+oTgzpUujum/WcJ4NwGAb76xQLm8Tz6xBR0vuQQ++8wCryuvtPUct26NWGwx\nPt6S1g0brJfHNddYcDp5crgf+MiR4QsfdJAl7KtW1Wr65UNwgIULPDe2fpwVK6zKOyhEj4uzEDsl\nognd6NGWdW/ahIXgBQU26P33/z975x0eRbW/8XdSCSmQQigBQgi9hF6lo6hUAVHEhoL9p15sV6+9\nXhuoV8V79dpR9EqRrkjovZfQSUILhFCTENIzvz/ePZmtySbZTf1+nodnsjOzs2eXndk573nP++UO\nq1cX7rt0KcXv5cuBceOAd98FNmxgAlXjxlYNs4pDAZjrPWgQc8CtGT+eDvH//AdAkyZAnTpYVuf2\nwue5GpPOXhiJsmkT35v5f4lC1Xm0WxxTcsENrlwBAJzSG2P1auCuu4zIm5qAry/PMRHBBUEQBEGo\nCKq1CK7reo6u67/puv6YruvddV2P0HXdV9f12rquR+q6PlrX9a91XS+x4qPr+mRTDngzJ/Y9p+v6\nU7qut9J13U/X9WBd1/vruv5fXdcLnHh+vK7rD+q6HmVqf5iu68N0XZ9b3HMFQRBsOH+eLkYRwQWh\n5lBKEfzUKWDwYGC272S6wJd7YbveHc8+y+1mJuhCZs+miBwdTeH2oYdo9P7tNzqiFy4021kprW+9\nRTVwxAiKyitX2iquyoJcwkgUJYKHhxsJLG8fGocfUm7Giy8CN9xQ9POVy3r5cjAOBaBKHRTEjatX\n85oK6uKNGzO2ZNkymsXHjKHYaYGu81prZfeOjma9S3vxGL6+dJUvWADE7deA++/HMt+xaN+emrir\nadmSr6lE8BUrOG4xcKDtvkoEN2m8RIVciwhuYPqAft7THroO3HlnBbennNE0jvtcuwZeDLy85J5D\nEARBEIRyo1qL4IIgCIIdkk3JTyKCC0LNIT2dy4AAp5+SmwtMnEiNd9L8CXi94CW8tm8covxT8Pbb\n1INVcokiKwuYP58u6EWLmPzw00+M9xg5EhgyxEoEf/JJ4JNPqLQDrE6Zk8N8Ek0D+vc39lVh1AcO\nlOitp6RwWb8+/zWsn4/Y3IHoGnEOL71U/PO7dGFy1NKlwIXglkhAFJYktMEbnefh4YzpSE1KB+Lj\nkZ1NoXzkSOCBByiE9+pF57aN2zcri0srJ3hxPPcc02Huugu49NIMrDsZ6ZYoFID6ZPv2wL59fLxi\nBdCzp6VLXmHXCR4dzYNILrjBlSvQAfy4IQp9+/Ijqmn4+5uc4ICZIi4IgiAIguB+RAQXBEGoaYgI\nLgg1j7Q0IDCQWQRO8tJLTCT5/nvgnvEZeA2vYzt64MUbtsLbm6bt2FjLS8bSpdTb77iDTuL584Hb\nbgPee4/bR49m7ctCc3CHDsATTxgH6NeP7dy+3TIPHKCAHxlZYhH83Dk6mNWhukSlwhdZ+PGlw04V\nk/TwAIYNo8O9Xt+WiEYCRmIJXls3BP9Z1w4z8BSwejXWrGHk88iRfN4DDwCbN1N4t0EJf9bB38UQ\nHs5Cinv28PPPyXFPFIqiY0c6wS9fBrZtA66/3v5+dkVwb2/Gx4gT3ODyZexGZ+w/HoC7767oxlQM\nNiK43HMIgiAIglBOiAguCIJQ03Akgnt5UbQQV5YgVD/S0koUhbJoEfD++4wyuece4Lv/1ca7/m9i\nNBbgnkksTDliBPWrNWuM582eTaFWGbsHDgR+/dUonDhqFJcLFjh4YR8fI5/EXvh0u3alikMJDzf0\n/xkjYhGLoWg3zDqk2zFvvAG88w7wr38B37Z+F2un/oDUVA3jx+v4WJuGy39uweLF1LSHDHHigOo6\nW0InOMCBhKlTKbD7+3PcwF3ExPAn47ff6Op3FB1jVwQHmAtuzwm+fDnw6qsubWuV4MoVzMYd8PbW\nMWFCRTemYrAQwf385J5DEARBEIRyQ0RwQRAEd7N1K/D3v1d0KwyUCG7PnujnJ64sQaiOOCmCZ2cD\nL74IjB1LI/ZHH3G95qHh7/02YAFugXcMY0kGDuQlQ+WCp6UxE/u22zimZo8mTRgvYhGJYs2IEVza\nE8Hbt6ezOC+v2PeiUCK4ovXlzbiu1k66yp2keXPghReAxx8HJh96Hv2/ugeBgcArr2hI04Mw44/2\nWLxYx9ChTpq71XW2FCI4AMyYQaf9iBHM7XYXKrL9448pXvbqZX8/f3/+n9sVwY8eBfLzLdd/9hlH\nFtTvUU3hyhXEYiiu65WH0NCKbkzFIHEogiAIgiBUFCKCC4IguJu5c2mprCwdveRkimH2xBcRwQWh\neuKECB4XB3TvTsfz3XezQKOFoDt4MBAWVhhk7OcHDB3KCJTUVMZ0ZGUxCqUoRo9mzMr585brt28H\nkpLAaoH//a8hhpvTrh2V+sTE4t+ziZQUqzG/+Hiq2p6eTh/DETExwK1d4/H+1UeQmKgVOt1tyMxk\nyLqilHEoisBAYNcu4IcfSvV0p1Ei+MGDHPTw8bG/n6bRDW4jgrduzcyW48eNdbrObBXAVG205pCW\nfA270RkDBpX9u1dVkTgUQRAEQRAqChHBBUEQ3E1qKpcXLlRsOxTnztlGoShEBBeE6onKBHfAvHlA\n7968TC1ZAnz7rRFxUcjTTzPQ28zmPXw4kJDAuJNnnmHtyt69i27KmDHUQX/7zVh36RJF1vvuA63N\nU6YAXl545hkrLbxdOy5LEIly7pyVCJ6cDDRq5PTzi+OVVz2QA9qx7en20HVgwABmyyjKEIei8Pd3\nrwscoINeuegd5YEr7IrgbdpwaR6JcuaM4QD/4w+XtLOqsPFgMArgiQGDam4XTOJQBEEQBEGoKBxM\nVhUEQRBcxpUrXJ4/DzRtWrFtASg+iAguCDWLtDScC26DyTfTtRsYSGN4UBDH6b7+mlEX8+YVoQ97\nedko45MmUd9s2JD6dP/+xdfe7NyZjvN//Qt4+GHu//XX1ML++os6e6tWvFR9+imNxImJQFQUDBH8\nwAHglluKfdu6bhuHguRkvoCL6DiqGSb7/YITQR0REdHedofly2lzDwgw1pUxDqU8iYkBVqxwnAeu\ncOgEBxhho0YIlAu8dWt+Nvn5LnHlVwXWJkTAC7no3duJiqzVlNq1rZzgFy9WaHsEQRAEQag51Fwb\ngiAIQnlR2ZzgIoILQs0jLQ2Lr/TDH38AZ88Ce/bQ8f3ll3R9T50KrF5dcoN0nTrAJ58Azz/PmBMb\n97gdNA2YNo266LJljPf+7DNmhXt7AzNncr+ZMymAA8Dvv5ueHBjIYPEDB5xqX3o6I1oKneC6zg/A\n0TWwNGgavhm9ALEew3h8az780GiMooxxKOXJ9ddz7KG9HX3fHLsieGgoI3QOHjTWbd9O0fvZZymA\n7tzp8jZXVtYlRaNb7YPw96/ollQcEociCIIgCEJFISK4IAiCu1EiuHUAbkUhIrgg1DzS0rAltQ3q\n1gV27KB7+8wZ6rJ5eczzrlWr/JozYQIQEcHCm4sWASdPAi+/DNx6K/Ddd7xczpzJ6JROnehQL6R9\ne6fjUM6d47JQBL9yhcq6K0VwANrgQdDOngGOHbPcsGcPbdSenpYieBVygv/978yL17Si97MrggOc\nYvDXX8YAwbZtQIcOHDXRtOIjUbKzS9XuykZWFrD1cgsMCHE+yqc64u9vloAicSiCIAiCIJQjIoIL\ngiC4GxWHUhmc4JmZFOVFBBeEmoOuUwQ/3xy9etnGlRQnbroDb2/g8ceB2FiKrJGRwKhRwP/9Hy9R\nt9xCk/BTTwFjxwIbNhiCNtq1o7N4yhQW6/zkE4evk5LCZaEIrrKoGzZ07RsaNIjL1ast10+fTtVv\n7Ngq6wQHnPuOOBTBJ0wATpyg+K3rdIL36AHUq8dcnKJE8PXr6SafO7fUba8sbN0K5Og+6N8ovqKb\nUqGIE1wQBEEQhIpCRHBBEAR3U5mc4Da2SCtEBBeE6kdGBq7qtRF3Phy9elV0YwwefJAa2NGjwGOP\nMXK8Tx9mhm/cSH20f39g3DhqpwsWmJ44YADd3EuW0KL8wQf2Y0hgXPIKM8GVCO5iJzhateIxzUXw\n06eB2bOZNdOkiX0RvAo4wZ0lOJhjvjb/FWPGcNTjf/9juPulS/zPBYCbbgI2b6Z6fugQ8M03hpJ+\n+DCfm5EBxFd94XjtWkBDAfpFJVV0UyoUf3/OPsnJgTjBBUEQBEEoV0QEFwRBcDdlzQRPTjazQJaR\n4gSg2rWlQyoI1Y20NGxHdxToHpVKBA8OBh54gDHfU6ZwnabRDQ7QBa5pTM5o0cIsEmXMGCpoycnA\nW28BSUmspmkHm3G/s2e5dLUIrml0g69aZajAX3wBFBQATz7JN3n1Kh8DVSoOxVnq1mWNy6tX7Wy4\n8UaK4Fu3cl2PHlzedBM/k759gbZt+UWIigLeeAMYPpwxMh4elgMIVZR164AOHgcQXN+noptSoag8\n9IwMyD2HIAiCIAjliojggiAI7iQ315j3W1on+OjRwD33uKY9xYng4gQXhOpHWhq2gOp3ZRLBAeD9\n96lfh4QY6+67D1i+HJg4kY81jWkiK1ca6VLw8uLy+uu5jI21e3wlgterZ1rhLic4wGiWs2dpbc/J\nAf77X2DECIq6gYHcR/0eVLE4FGdQRVHtRqLcfjtw6hQroPr6cmQDAHr2pEs+MxN45x3apQcOBF59\nlZ/lokX87NLSyu19uIO8PGDDBh0DClY7Vz22GmMjgufm8gMSBEEQBEFwMyKCC4IguBPzjntpnOCn\nTzNHdd8+17RHRHBBqHmkp2MLeqFFwwyEhlZ0Yyzx8bG9HHl4ADfcYJlDPW4ctbIXX7S6lDZvzkDx\nFSvsHj8lhZHS3t6mFcnJFGHr1nXp+wBgmQs+fz5f/JFHuE6J4MrRfO0aG6XE/GqAuQiekAB8+aXZ\nxtGj+blv2MBKpz4mN7SXFwcN4uOBF15g/s2CBfzdW7eOozaBgVXeCb5nD5CRoaE/1rnnu1eFsBDB\n1SBQVbvveOwxYNIkU6aLIAiCIAhVBRHBBUEQ3ImKQgFKJ4IvXszl2bNmlaTKQHIylaVCW6QVIoIL\nQrVDT03DZvRGrw4uuIZUED17UnOaORNo2pRRKXl54PVs6FDGkOTnA+AlTE28OXfOLA8c4DWwQQP3\nVANt2ZIFN1evZhRKVBRjQABbETwzs1pFoQCGCH7gADBkCPDQQ8CZM6aNQUGMPgGMKBSFry9jT8zp\n3h3o1s14bhUXwdU4dlfsrPEiuPraFzrBgaoXibJyJfP+J07k6JwgCIIgCFUCEcEFQRDciZq737Bh\n6eJQFi0y/j52rOztSU4GwsLMbJFWKBHcQZE5QRCqHqcTc3EWjdCra9UVazw8gJ9+AvbvByZMAD76\niPUwAVAEv3IFedt24csvgeho6txPPw2cOGFVB1iJ4O5A5YIvWgSsWUMV2MN0q23PCV6NolAAQwR/\n4AF+7gBw8KDZDrfdxqUqiuks1SAOZf9+wNenAM2RUONFcJs4FKDqDb5fvMgYn/nzgbvukjgXQRAE\nQagiiAguCILgTpQTvEUL4NKlQqeiU2RkMOd2wAA+dpUIXpQA5OfHImXibBKEasOWPbUAAL17V3BD\nXEC7dsB331EIf/VVk8N26FDsQQw6jo7CQw/RgH3vvcCMGcCOHVYi+Nmz7hPBAYrgV68y7uP++431\nNcgJnp0NfP01/z50yGyHW28Fpk/nf15JqAZO8AMHgDZNMuCJAhHBTSL4tWswBoKqkhO8oIAi+D33\nAO+9x4Kvv/9e0a0SBEEQBMEJRAQXBEFwJ0oEj45mx8luxTAHxMZSTZg2jY+PHi17e5wRwYGq58oS\nBMEhWw4GwRdZ6NTTt6Kb4hI0jbEowcHUoX5cXh99tM1ITyvA/PnA+vXAN98wUrpvX+aLF5KczJk5\n7kLlgt96q2XsVA1wgjdsCFx3HQcp7ruPb9lCBPfxYY6NUkGdpRpkgu/fD7RraJoZJoUxAVRhJ3hq\nKu/nQkOBv/2NUT579lR0qwRBEARBcILqU41HEAShMqLiUFq04PLCBcaROMOiRXTADR9OK6OrnOCt\nWjnebi6C16lT9tcTBKHC2Rwfhi7YBZ/QrhXdFJcRFgZ89RUwZgyF8H6NzuC3i0PR4KZDgEbne79+\nrMNYSG4ur8HudIK3bEmFfsQIy/X2RPBq5gT38eEAhKJtW8s4FF03BiZKVA+0isehXL3KeJgHuqZw\nhTjBAZhE8IZV0Al+8SKXYWH80kdHW+X+CIIgCIJQWREnuCAIgjsxj0MBis4Fz8tjmOpbb7GTtXgx\ni6r5+PD5ZXWC67o4wQWhBnL4fAhiPPazAGE1YvRoRqI8/zwQ++lBNMg+AWza5PgJKSYR0p0iuKYB\njzzC6p3mBARwWY3jUKxp08bSCb5xIzBwIPDkkyU8UBWPQ1H6aLug0/xDRHAAVbgwphLBQ0O5tB7t\nEQRBEASh0iIiuCAIgjsxj0MB6EJ0xLffAv/9L/Dyy0BEBAXrUaO4rWXLsjvBU1MZr1KUAFQVO6SC\nIDgkPx+4cK02GtS6UtFNcQuvvQb885+AT7eOXJGQ4Hjns2e5dKcI7ogaEIdiTdu2QFKSYeJes4bL\nmTP5U+c0ygleRQs2HzjAZfvaiRwkUd+FGkqVj0NR93HmIvjRo1JLRRAEQRCqACKCC4IguJMrV9jj\nU6KLIxH86lWK39ddx2zJCRNoo1NT6lu0AM6cMfUaS0lyMpfiBBeEGsPFi4AOD4TXvlrRTXEvSpBS\nLk17qGugOzPBHaGUv6um/4ca4gQHgMOHudywAWjdGhg2DHj0UTrDnSIwkKM5WVluaae7OXCAE7qa\na4l0gXvU7O6X+tpnZMDlhTFzc8thrMSeEzw3F4iPd/MLC4IgCIJQVmr2XZggCIK7SU1lp1d1lhzF\noXz4IXDuHJcxMcCPP3J6bUgIt7dsyWVZOlkiggtCjUMlgIQHVPPZHf7+VBqdEcErwgnu4cFIlBrm\nBAf4U1ZQQNG7f3/gl1+YFjNxopPm2aAgLqtoJMr+/RT/vdIu1fgoFIB58D4+ro9DuXYNaNyYhVnd\ninkmOAC0a8elRKIIgiAIQqVHRHBBEAR3kprKApN+fhRp7DnBz5wBPviA7u/eve0fR2WKlyUX/Nw5\nLkUEF4TqxYYNDm21hSJ4nexybFAFoGkcbHRGBK9fv3zaZE1gYLUujGlN8+YUPA8doj545QqLYgYH\nAx9/DJw6BSxY4MSBVHxIFS2OeeAA0L49+AGICA6At0OujkNZv57Xu337ynyoorl4EfD0NIqHqykP\nIoILgiAIQqVHRHBBEAR3cuWK0VGqV8++E/ytt2iH++c/HR9HieBlyQVXLvImTRzvIyK4IFQ97rsP\nmDrV7iY19hUeXAPyakNCgEuXHG8/e5YKbEUVCDUXwWtAHIq3NycxHTrEcRqAiV8AcPPNQGQk88GL\npQo7wTMygMREk1n48mURwU34+5vM3y6MQ4mN5VIN/LmL86eycJPHcjz/gsYVAQG8rxIRXBAEQRAq\nPSKCC4IguBMVhwJw6qy1E/z8eRbEnDzZKJ5pj6AgIDy8bE7wuDigWbOii3KJCC4IVYsTJ3hdOHjQ\n7kwTJQjVD80r54ZVAM44wSsiD1xh7QSv5nEoAE2yBw9SBK9Xz0j28vQEHn4YWLXKCe3QSSd4To5R\ni7qycOgQl+IEt6TQCV6rFldUERH82DGg77yn8WfuEMyaZbahbVsRwQVBEAShCiAiuCAIgjtRcSiA\nfSf4F1+w2Ne0acUfq2XLsjnB4+KADh2K3kdEcEGoWijlB2AegBUpyQXwQi7qRoeWY6MqCHsieHKy\nUVAxObli8sAVSgTPy+Psn2ruBAeoDR47BqxZwygUTTO23X8/s6G/+KKYgygRvBgn+MsvAz16lK29\nrmb/fi7btQNF8ODgCm1PZaFQBPfw4H1HGe85Ll0Cdu7k3+4SwQ8fBvr0AS5n18a94cuQlMRIHwD8\noh86xPB7QRAEQRAqLSKCC4IguBPzOBRrJ3hWFvD558Dw4UYFsaJo0aL0TvDcXHbQRAQXhOrFihUc\nYPP1Bdats9mcEp+OejgPj7atK6Bx5UxIiK0I3rcvcPvt/LuyiODq+loDRPA2baj5nzhhRKEowsNZ\nCuP7702CqCOcjENZu5Y/kVevlq3NZSYpidU/wTxwb29Topk4wQspFMEB3neU0Qm+ejWg6/y+qQgo\nV/PTTxTbNza/G//XZgUAYPNm08a2bfmGTp92z4sLgiAIguASRAQXBKHqkpdXdP5rZaCoOJRZs2hZ\nevpp547VsiWLaBapFjjgyBEK4SKCC4LruXgRGD/efua/O9F1OsGHDQN69rQvgp+4hnCkGMXbqjOh\nofxN0HU+zssDjh8HFi4Eli2rPCK4EvxqSByKom9f2+2PPMKUk08+KeIgTsSh5OcDe/fy78TEkrfT\npbz4InDHHcDp09i/H2jdGvDSc/nbLSI4ACsRvHbtMt9zxMbymCNH8jLsDkP2jh2MtWmVvgMxUemo\nVctKBAckEkUQBEEQKjkigguCUHWZOROIiio2J7TCyMpiSKl5HEpGBjt7BQXAjBlA587A4MHOHU8V\nx1QFLktCXByXzorgLsjnFIRqSXIyba3mbNgAzJsHbN1avm2Ji+NA2vXXA/37Mw/AygabklxQs0Tw\nnBxDXTt/3hDEH32U17XKkAlew5zgAGNPunWz3d63LzBqFHXj555zIF464QQ/dsz42UpIKFuby8S1\na8DcuQAAffUa7Npl+tm9coXbRQQHwK++K53gsbHAgAFA48YcELl8uextNEfXge3bgW7ddODiRfiE\n10W3biKCC4IgCEJVQ0RwQRCqLtu3UwD/66+Kbol9VKfXPA4FoBt8+XJ2lp56yjIktShURbHdu0ve\nlrg4ViJrXUwkgrc34OUlTnBBMCc3F7jrLiosDRvSDpidbWw/c4bLYuIaykx+PtthilrACk7Jx9Ch\nFMHz881UGZJy2RvhtdJrhvgWaso9V5EoyclcTp1KRzggTvByJjAQiIgAunc3aiCao2nUjB9+GPjg\nA06oyMmx2snfnzsWMeBt/rNYoSL4779zIErTsHfeMSQlATfcABHBrbBxgpdBBE9KYl730KGM2AFc\nnwt++jSP2b1jDq/9YWHo3Zvu8Jwc0OQQFsb8m5KwYQONEGI8EARBEIRyQURwQRCqLocPc7l4ccW2\nwxGpqVyqTm+9elyeP08Xe3i4kVXrDB070m30wgslj4GJi6OIbk+FsMYFRaoEoVqxdSsDYWNiGGKc\nkWEI3wBVGMD9Ivj69WzHPfdQPFmxggNbTZrQUuvhYROJci4jAPXD8t3brspCSAiX1iL4ffcxJwGo\neBE8M9P4ntQAJzgA/PvfFLgd4e3Nn8QZM6ghv/ee1Q6aBgQEFHl+7d7N8dvAwNJNlnIZP/4ING0K\nDB+OxWsY4zJiBIzvpIjgAFwbh6JqA7tTBN+xg8tuUaZ7r9BQ9OlDPbxwAKZt25I7wf/4g4HmVoOX\ngiAIgiC4BxHBA1Fj3AAAIABJREFUBUGomug6c64BYMmS4gMgDx40nIDlhSMn+PbtFO4feIBzxJ3F\n29vIEX/ssaL3jY8HNm0yHsfFFR+FohARXBAsUefSt9/yvAWAU6eM7eUlgv/yCwWjyEhg3DhgzRoq\nPwAjIzp1shDBM67qyCiojfAIb/e2q7KgnOBqkFBVyGvQAPj0U2DiRKBHj4ppG2BkWyuFroaI4CNH\n2s8DN0fTgGnTOC781lt2tMSgoGJF8PbtmRpWYU7w5GTO8rrzTmDIECy+1Ac9O+egfn0wk17TGIEm\nuLQw5urVPPVjYsDPGsC5+Ku8Xqs4pDKyfTsn03WqbxpYCw1F79780yISJS6uZO9FBdivX++SdgqC\nIAiCUDQigguCUDU5f54ic48e/HvbNsf7Xr3KMNKoKKBVK+CZZxgb4G6UE9xaBH/vPXaGH3yw5Mfs\n2hV49VWKYSoSwR6vvcac4MuX2SGLjxcRXBBKy6ZNvH7Ur0/XNVD+InhuLjBnDjB6NAs9ZmZSRbr+\nemOf/v2pyJjyJM4fZCHe8OYB7mtXZcJRHEr9+kCzZsDs2cb1uCJQIrgS52tAHEpJ+de/aPqeOtVq\nbDswsNg4lM6dgejoChTBZ89mo+++Gykx12MLemFki0O83/j2WxawVdePGo6/v1EepaxxKLt38xbP\nw8PMCf7HTuD++w2zRBlRRTH9MkzFzcPCEBHBhKxCEXzSJN6Xvv668wcWEVwQBEEQyhURwQVBqJqo\nKJQnn2TPZ8kSx/uuX8/e1qOPUgyZPh3Yv9/9bXQUh5KQwEpgTZuW7rjPPw/07k03uHkusTmXLrFT\n+fXXtNTpuojgglAadJ0ieJ8+fNy4MZenTxv7lIcIvnIl6wlMnEjH4a+/UvRWTnCAjzMzWSATQMoO\nCvXhbUPd167KhD0RPDCQiltloIY6wUtCeDjw0UfAxo3AF1+YbVB56nZITua/zp2B5s2pKyoBfd06\n/vRa17J1FZ9+ahb18uOPVGPbtsXSkx2gwwMj8xfw3D11iqKsAMA4JTMzUaY4lLw8xnB37MjHoaH0\nGKQkm74Ahw6Vua2qKGb37jCuLaZrTZ8+ZpPuBg4EpkzhPabpGlwsSgTftIlvRhAEQRAEtyIiuCAI\nVRPl7unTh/Osi8oFX7WKUSIffMDOCQCcPOn+NlrHoQQHU7AHio8zKQovL+Cllyh0r1plfx/lmPv0\nUyOwUvUSi0NEcEEwOHkSOHvWyHMICODAlrkTvDwKY/7yC68lN93ExzffDKxdy5gIxcCBFoOCKfvo\nOA7v3Mh97apM2MsEV/kIlQFrJ7iI4Ha5+26aptXPHAB+zx04wffs4VKJ4Dk5xim5aBHHjr7/3j1t\nnT4d+OQT8AV37eIgFYDFSz0QUesCOsfNAr75ht/NMWPc04gqiBLBMzJQpjiUY8foBVC3N56enHSX\nctGTK5RhogycOsXvULdu4B9AoQjeuzeT9tSkE3zwARswdWqRovYPPwBn4jP529KuHWcsqi+yIAiC\nIAhuQ0RwQRCqJocPM087MpKBo7t2GW5Ma1atAnr1ouCg3NfusoWZYx2H4uHBjlPLlpbuzdIwdCh7\nkQsW2N+elsbXPXkSeP99wNeX88SdQURwQTBQNj/lBAcYaaBE8MxMxg4B7hPBs7OBefOAsWN5Ljui\nXj1eG37+GdB1pBzlQFx4h3D3tKuy4ePDQQrzTPCKLIRpjbUTXOJQ7KJpFJdTU4F33zWtLMIJrsZ5\nO3WiCA4YkSgbN3L544/Fx0NnZzN1yJwdO5hRvmaN7cSrpCTeSiQlARd2ma4HHTogOxv4809gZOck\naEePAHPnMie8qHO3hmEhgpfBCb5vH5fmY/zh4UBKqumzdoEIvn07lxZOcNOAm8oFL3SDBwcDn33G\ne9JPP7V7vPPngXvvBd5+OYsr7rmHS4lEEQRBEAS3IyK4IAhVkyNHWAHL0xMYMYLrli613S81lb3Y\nwYP5ODycQkl5OMFTUyl8B5jl8b71FjBzpuEILy21agE33shsYHtFQdPSODgQFcXPql07flbOUMYi\nVYJQrdi0iSJNTIyxrnFjIw7FfPDNXSL4H3/wnDa5TIvkzjupAG7ejHPHKbKEN6hBt3uhoZZO8Moo\ngosTvFg6dKA2+K9/mcabiiiMuXs3I9+Dgw0RPD6eovX27RyzOnYM2LKl6NccNAh46CHLdU8/Dbz8\nMreFhFiOOyuBHQD2bDRVeWzaFGvX0tg78naT0pubK1EoVqivflmd4Pv28XaqbVtjXf36QMpV0wCT\nC+JQduzgBLyYGPDaUrcuV4DCeO3aVpPyxo8HbriBIzh23pcaoFm0ohZ0gDFWkZEigguCIAhCOVCD\nekWCIFQrDh9mkUuA1YqiooCffrLdb906isRKBPfwYI+4vOJQgoIsBe8HH7QsZFcWxozhFOwdO2y3\npaVREXjiCT52Ng8cECe4IJizaRML8JpEDwCWTnAlgmua+0TwxYt5Pg8ZUvy+Y8dykGzWLKQkFyDQ\n61rNMhyHhFQdEbxG/ceUnDfe4PKVV1BkYUxVFBPgZC8PDwqNO3dSCH/zTZ4SP/7o+LUyM4GtW1nb\nUr3MmTNMHHr6aeD33ymufvSR8ZyNG5m0BpglWTRpgj//pOl7yJQozsjq0sVooADAjhP82rXirfp2\n2LePk+vMT6XwcOBcpikmqrRO8J076eYGB1I6dOB3CBcvGrUHQE/FgAHAihVmz9U0fmlTUoCvvrI5\ntBLBT533w17E8P61Xz+K4KX4DARBEARBcB4RwQVBqHrk5dHm1bo1H2saM7bXrAG2bbPcd9Uq9kbN\nowwiI8vPCa6iUNzBiBF0d1tHoug6e/FBQXSfNW3qnHimKMPUZEGoVmRmUggxv34AFMHPnweysgwR\nPCrKfSL48eO83inFrSiCgjhANns2UtJrITwoyz1tqqwoJ3h2NgciK2MmuIpDqVWr4tpSBWjaFPi/\n/2Oe997Mljy/rETCjAzqnEpj9vbm8xISgA0buO6mm3hK/PIL88LtsX8/x8uzsoD587lu7ly+3JQp\nfP6kSdQpVdrOxo28NDRqBOw+6s+BqsBArFljSmAL9GQ00X//64ZPp2pjI4LruuP/nCLYt8+23El4\nOJCSG8x7w4sXjRxvZzhyBJgwgQHgd9xRWBSzWzfT9gsXLERwgL6GgwctJwUV9O3H6QPvv88vlRlK\nBNdQgIVe4zhQ168fB+3URkEQBEEQ3IKI4IIgVD2OH+f0YiWCA8ADD1Bw/uADy31XrWIv1VxsaNq0\n/DLB69Z13/FDQ9lxshbBs7I4UBAUxH/HjwOTJzt/XHGCCwLZsYPnUp8+2L8fyM83rW/cmMukJKMC\nX5s27hPBT582XtMZ7rwTuHwZKQhHeJiduKTqTGgoVUrltq6MTvCLF3mdLWssVg3ghRdo7r//z9uQ\nm6vbBHPv20f91NxoHR1NLXHjRv5dvz6LbV66BCxbZv919u7lsk4dYNYs/v3rrxRYVdTG6NG8Bixb\nxp/InTtZL7dTJ2DP2XCgaVOkp3P9gAGmAw8fDnTt6roPpJpgUxgTKHEkSkYG/59tRPB6OtL0IGS1\nNynXTrrB83btw5x2r6Bg6R+8v0xOxtGj/N707GnaycoJDhiT+2JjuczNpXP8jciv+fvw7bcW+ycm\n8rLUK+QoFnmNpVjfvz83SiSKIAiCILgVufsWBKHqoTo0Kg4FoNj7yCO0bh07xnWXLnGetIpCUTRt\nyo6JdQUsgCKWvXiR0nDlinud4ADtaXFxlu4hNZc7yDQdWNNKdkwRwQWBmKqd7Qu6Dh07As8+a1rf\npAmXp05RCPf3ByIiylUE376dEzxWrzbW/fgjXakrvG4CQkIogkc44R6vTigneHIyH1cmEbxWLc7e\n0XWJQnGS0FDgyy+BHUkN8SZetjnHVM53jx7GuubNOVls40bguuu4btgwOoSVwG3Nnj08jR9/nGLm\n1q10kt92m7FP9+5Aw4YsxbF9O8fH+valAH8gvTGyI5pj40Y6ygcOdOGHUA1RIvi1a2YPSnj93L+f\np5KNCB7E+5fzXYZxhZMi+JwPj2NC/i9Y+slR4I47gNRUrF3Fkc/CQY2LF4GwMIvndezIVSoSZe5c\nOsOXHIyiCePddy1c7gkJ/I6O8v0L27JiOI7ati1nEqxdW6LPQBAEQRCEkiEiuCAIVY8jR7g0d4ID\nzL/28gJmzODjtWvZQ7Inguu65dxVxQMPcB7z2bNlb6e741AAiuCApRvcWgQ38euvjAvOyLA8hE1d\nTXMRXNc5kCAINZENG4DoaHw5NxS6Dnz8MbB5MwxBWongERF0+bpDBE9LY5W9iAiL1a+/zokugwcD\n06YB993HQoJnzwL//tobuOMOiuBR/q5vU2UmJAS4fNlw6FcmEVzTDDe4FMV0mnHjgHuvO4a38SI2\nrbGMzNiyhadjo0bGuubNmVZ07hxFaoAxKePGscaslZkcAEXwjh3pGNd1LgFLEdzDAxg1ik5wVQix\nTx86wfPgjYMBPbBmDW9DrBOUBEssnODqXi4urkTH2LePSxsR3CcVAJAS1Yuh3U6K4Ks2c8bg8r0N\nCt3ea2NzEB5udrtpxwnu4QEMHcrBE103cuN37dKQ9Y83GL83aVKh8SIhgelZo6/+DABYssR0kOHD\nqaBfvVqCT0EQBEEQhJIgIrggCOVDTg7djK7g8GE6Zqw6ImjYkCrQN9/QtjNlCgXdwnmsJiIjubTO\nBd+4kUpxfj4wZ07Z2+nuOBSAvf2mTS3d61YiuK4D77wDTJzI4l7mBZxOnOBuf/xhdkxzEXzVKhb1\n2rrVve9DECqav/4y3MMAY4VWrEDmoJsxaxbFryZNGLOfVc/kBD992lIEz8iwM6pURtR108wJfuwY\nhZNnnmFm8scfMzf5lVeAhx/mtrR/vIvzng1Qv5GXgwNXU0JDedE7dIiPK5MIDgABAVyKCF4i/vXI\nQTTBKdzzVBjy8oz1W7Zw3Nqc5s2Nv5UIDlBjvHrVNnFC1xmH0qkTJ5j16MGx9s6dLSecAYxESU8H\nPv2U28LCgM4tKFruQQzWrmV+tH8NG3sqKRYieJcuHCCyrulSDHFxPI3M/78BoL43Q9tTPBsCLVoY\n14JiWH0yGgCwfDkMEXyDJwYMME2oy8nhf771vScYiaKST7Zu5cyD3FxgZ8j1vEDPnQvcdRdyM/Nw\n6hTQvFEW2qdvQrPgVCxcaDrIY4/xvtHRdAVBEARBEMqMiOCCIJQPqsd4+XLZj3XkCG059mI+nn+e\nnR5dp2r17bcsjGlO06ZcmueCFxTQTtmoEbN9f/ml7O0sjzgUgL1w88/VTATXdYpiL75II1JgoMl1\nZGLOHHZCf/rJ7Hh+fhwIyM01glJL6NAShCpFcjKr5z39tLEuNhbIyMCc4Adw5QovD19+yWnub06v\nTcextRMccL2LT4ngZk7wzz9nqsZTT/HSun49Teuvv87zPCsL+G5OAPLzNYSHu7Y5lR4lUB04wGVl\n+wDU90TiUEpEUH0/vIe/49gpX5VShPPn6ap1JIIHBQHt2xvrhwyhMdg6F/z0af6ExsTw8V13cXn7\n7bbtGDKEwuuFC4bA3sL7BPxwDZsutsbWrRKF4gxqDCgjAzwn2rZlxkwJ2LeP/7/W0frhOusBnMsL\n5b2iE07wM/su4khec0SFXMHhw8CJ/MY4gaY4ccbHMgoFcCiCA5yQWLcu8MUXfLxpE4AnnwSmTwf+\n9z+cnPwKCgqA5v7noAEY3ec8Vqww1c7s3Zv58Z99ZlMAVhAEQRAE1yAiuCAI5cOGDXQXq8pBZeHw\nYVt7liI6moLtunXAd9/Z78WqPF9zJ/jPP9O+889/ch70xo1lK56p6xSjy0MEDwlh/rnCTAT/7jsK\nd889R3PRsGHA0qVG/2r+fC6XLoXhrlPiTGam0XmMj3f3uxCEimPePA6EzZvHwSuA0yaCgvDV5g5o\n0QIYNAi48Ubg3nuB994Djtbry2vImTOWInh6OnJzuWnHDrNimqVFxTaZnODp6ZzsctttnPwCMPdY\nxS9cdx2b89lnfFzZNGC3owSq/ft5bfTxqdj2WCNxKKUjKAg3Yxm8vQqweDFXqTxwRyJ4nz6WAqm/\nPwXqpUst91djvZ06cXnPPcBDD3EymTV+fvwdBYy8cc+kk4jBXvy8qRlyc83yowWHqLqwhWOG3bvT\nCV4C8XffPtsoFAAIz2MUUkpOXZoa4uPt14AxY82sUwCA1x5kFN5fh5tiHVis0kYEt8oEB4Bmzfi9\ny8gAHnyQf0dFFZaV4Ijl3/6GhP9R6I/SjgMAYrp7IysLSEkBjR2PP85rl3mxB0EQBEEQXIaI4IIg\nlA87d3K5fHnZjpOeTtHJOg+8JPj5AfXqGSJ4djbwwgvshN11lyGc/+9/pX+Nq1cpqrk7DgVwKIKf\nzgjGtGnswP3zn+xfDR9OTW3vXualbtzIKd+XLpl11vz8EIshiD+QbeSviwguVGd++40RS1lZRiTS\nwoU4eN0UrFvvgQceMCaevPsuJ5e8mv408/JzczmDxCRuvjfDG76+TF3q3p2XkzKZ+pQT3BR6/MMP\nPMWfeML+7h4ewIQJwNGjfFzjRPCQEC4PHqx8USiAOMFLS2AggpCOgW1SKII/9BC2fLwRnp6MHzEn\nOJi/e/bGwG++mV+N48eNdXv2cKkE1bp1gX//m7cJ9rj1Vp5nheLoyZPohD1Iv+YFTQP69SvD+6wh\nqHj8wjIKPXrwpsRerRY7pKTwnz0R3D89GX64hpRrAbxXzMuzLB5uh9Wx+QhCKiY91xiNGgHLd4Vh\nLQagbu1sdOhg2qkIJzjAwRFPT6aaAByE2bzZbIdnnkGiByNXmucwoiWwGQX1ws/h9tt5fDWKKQiC\nIAiCSxERXBAE93PxIl3Vmgb8+WfZFCE1XVZZtkpL06aGCL56NYWmV15hzzY6mh2yskSiKDdpeTnB\nreJQdAAPvd4QOTl0jSo33M03c7l0KWtp6jr7Wt7ewKJF3HY8ox5uxjK88UEtwwl+7Jj734cgVATn\nzrGI7v/9H9ChAyOUNm8GUlLwtceD8PYGJk82dm/QgLPbZ58ZhD1JJjHEzAn+zZxAxMQAX33FCJW5\nc4EffyxD+06fphrn61t4vvbsaet+Nce8mF+NE8GVQJWZWblFcHGClwzT5zayfQIOHAASvluLLRvy\n0KGDbpO/rWnAmq+P4b4JttFEw4dzaR6JsmcPXbtWtaQdMmkSfxILJ6SdPIlOGqs0du5cPj/71YHA\nQGPiGrp359LJXHCV0FYoUJuhXTiPcKQg5Yq3YZgoJhJl9aH6GBCwC17BgRg2DFixsTZWYxD6NT0F\nT0/TThcucOlABH/zTUZTqcS93r2p6Z86ZdohIgIJrW+CD7LR6ORmIDgYgQ345S0Uwf38gKlTORPJ\num6NIAiCIAhlRkRwQRDcz+7dXI4fz5t65S4G2JMpiSi+di17uGoecmmJjDTiTv74A6hVywh1BFhF\ncudOy7aWAP1cCn7DrcgIali2djpDcDCt3OpzTE3FT7gTS1f44t13qekrGjZk5OSSJYxCiY5mrunA\ngYYI/ubSbsiFDxITwB6ch4c4wYXqy/z5nLUxYQLV7i1bOHXC2xu/H2iJG2+0FZKffRaoUysLL+NN\nrjCJ4PFojiMn/TBlCnWMDz4A+vfnDPdS6xlJSYVRKEeOsMbbffcV/ZTevQ0hpsaK4ICI4NUJk0I9\nMopZ7wtzbsTWrBj0apNmu29uLn/o3n7bZlOrVhS8zUVwVRTTWTSNxyjk5El0DmcEh+SBO4+FE7xT\nJ8DLy2kRXGnabdrY2XjhAsK9ryAlRTNE8CKKY55J0nEkozEGtWFh5GHDgMuXNRxFKwyobyaeF+ME\nDwvjtVehIqoKZ9kBSGh4HSJxAp6zZwFRUeYpWgZ33MHfpA0bHLZZEARBEITSISK4IAjuR0WhPP88\nl3/+yeVPP3Eu69q1zh9r7Vp2lsoaM6Kc4LrO9gwcaDk9XVkpf/21VIffszEDt+E3fLvNjk3JSQoK\nnNwxJITxDaoXlZaG2dqdaNmS5lZrRoxgpyw2Fhg7lh36UaPYR1y2DPh+bTN4IB8nTpryH3r1orPd\nPHJFEKoLc+ZQGevQgXFInp7AkiU40Wci4hM9ccMNtk8JDgaeG3kAizAam9C7UARfBk61UDMuPD2B\n77/nuXzvvSU4p805fbpQBFclFey1yRxNY2mDunWNdJAaQ926RnZN/foV2xZ7SBxK6QgIAABE+55G\nmwZX8CkeRyrqopfXDtt9Dx/m7+GuXTabVCxYbCzTjzIzObikimKWipMn0bVFGkaN4nknOIeFCO7n\nx2uwk8Uxjx7lOJIpJcqSCxdQ3y+VOdvBwRwJ3LfP4bHWzKO4PWgIu8VDhxrbBgSafYfOnuUXyMnr\nSqdO9FeYR6IkpIaiedBFRrQ4EsGVyO7qIsuCIAiCIIgILghCObBzJ53X3boBLVpQdM7IAP7+d253\nNmojJ4fqbf/+ZW9T06Zsw+7dDAi98UbL7Y0bU/y1rqDlJBu2cP7s7tO2BZScYfFi9gmffdZsurAj\nlMqlIlHS0nBYa4MuXSyLgimGD6cYl5tLERygCA7QgOTjrWMKvkbSZT/kwdOYPy6RKEJ14/x5YNUq\nusCVuDFiBABgVTParYcMsf/UJyenoT6S8QreoOPYJIK3bJCGFi1MO8XFISosHe+8w9SlInQYx5w+\nTZEdwIoVRgG24nj1VdZXK5zKX1Pw8KDwBYgTvDrh4cHKlunpGFV/KxLAKU69kubZ7qtCvvfvt3uo\nm28Grl1jvv/atfw9LFPC2smTqNWsARYupAFdcI6gICvxt0cPiuBOzA48cgRo2dL+PQ4uXEC4/zWc\nO2d6PHAgK4Or0X4rVi9KQxBS0fmWZgComXfpAtTWMtEVO40dk5K40dvbqffn7c2UF3MneGKihubd\nTfdsUVGFETwW93nqGiEiuCAIgiC4HBHBBUFwPzt3Gj3DG2+kGvTGG0YBJFX4zZnjZGaaVaMqAyor\n4KuvuLzpJtt9rr+eU3OLVaFt2RjHns3e+NIJHXPmsB/44YeczVukFq8EH5NTO/vyNSQWNHVYO7RH\nD07bbdDAmLobFQW0bw+kpgKPjz+LntiKfN0TSYgwPhuJRBGqGyoK5dZbjXV/+xsQFYXYa71Rrx7P\nC3v4t4rA05iOFbgBW3d5I9MrECsxBDe3Oc4d8vM5kDZ9eqGQbiOCHztGR6AjsrI4Bb9xY+TnU68f\nOtQwOheFt7cDl2RNQDkpRQSvXgQFAWlpGJk1BwAQ6J2JNtt+5IiuOUoEP33a7u/3kCGMAXv9dePn\nrdRO8Px8vo66pxCcxiITHKBifPlysUUsAYrghZns1pw/j/C62UhJMenpP/wAvP8+Rzw6dOAIoek7\nk58P/LW1Dvpr6+HZ1RgJefNNYHrLf8P7copx3DNnSnxR7dOHt67Z2caEuqjro4ExY4CRI+07wVXI\nvcVKQRAEQRBcgYjggiC4l/R09lbMRfBr19ghueMOihTOiuAqNsUVTvDISC5nzWLn1V6w5NCh7CGt\nWVPiw29MZBZ43H4P5OeX7Lm6DqxcCdxyC+OJQ0KYAZyV5eAJygluEsHjk/1RAE+HIrinJzBjBvDR\nR5Yuqttv56Gevf8CIsG89BPhPQ0VUJzgQnVj7VqKGuY20MGDoccnYOVGPwwZUoTg3LgxHsa/EeyZ\nirffBtbsqYss+OHm5qYM2fPnea07dAitWlGUthDBf/6ZVsa5cx23Tw0UNm6MXbsoophP1RccUBVE\ncIlDKTmBgcDFi+ibMAvBta6hZ9t0eGakWeZNAIYIDgAHDtgcxs+PBQx37waeeYa/r87MrrBLcjIH\nskQELzEWcSgAR+iBYnPBc3OpkzsUwS9cQHhoAfLyTBPkatXitLpjx4A776QJo29fYM0a/PSP/UhM\nDcW9UesAX9/CQ4wYATwcs9HIAQd4PTbNynGWfv04iXH2bCAxkeuat/Ji4cuBA+2L4F5ebLM4wQVB\nEATB5YgILgiCe1Gd0S5duBw8mGqQnx/w3nvsUDgrgq9bR1u0K3JeVYc1PZ1WMHtKV58+7IisXFmi\nQ585AxxPD0Mn30PIzCy5dhwfD5w6Rbdaz57AJ58AKSnAL784eIJVHMqhFD52JIIDzC2dONFy3T/+\nwU5aWEMfQwSv153/VxER4gQXqh8nTzKiyer8P3KE53GRgrOfHwJDffFk9BIsXAh8+Jkv/HANA+uZ\nRDc1Fz8hAd7eQNu2ZiL4tm3AlCmW+9lDXRsjIgrzwB3FswhmqGtiZRbBxQlecoKCgE2b4JWbibnP\nbsGMz2txVHf5csv99uyh+gjYFcEBnvKdOrF47TffOIjVcAZV8VZE8BJjI4J36EAhuphc8MRE+hPs\niuAm5Tu6cTYAo4AmAKBePRZpmDMHSExEzqAb8Or7tdEVOzB+rJ2CDWFhwIULxuNSOMGHDzeKI//1\nF9eZD7j4+vKW2Mb0HRAgIrggCIIguAERwQVBcC+qKKZyggcEAC+8AHz2GdCkCbO3ldtRsXIl3VXm\n5OcD69ZB79cfmzfbzn4uMfXqGa4fe1EoAAXw664zqtE5icp/fLjZHwAsTWnOYC12DR3KvuHHHzuI\nyrSKQzl8ORxA0SK4PTw9qTHAzw9NwY79iYB23BgdLSK4UP04edKueKXGvYoVnF9+GY+/HoaAACA2\nVsNgr3XwyzJl8ytx22T/69jRJIKfOcOp8OE8T4sUOsyc4LGxvA5UxlqPlQ7lBK+MH5Y4wUtPYGDh\nvcHgyZGI6RfEyCFzEfzcOf675Rb+hjsQwcvE5cvAp58ynk1E8FKjMsEL72u8vXmR27u3yOcdOcJl\ny5Z2Npqc213a5wAwbkEtGD8e2L8fX07ZiuOIwjtfhcPj/Xdt9wsN5X2VKqKSklJiEdzLixMOvb1p\nNAAYP2eOTSyMWilxKIIgCILgckQEFwTBvezcSTdew4bGutdfB+6/n383bmzpBM/OZmTKe+9ZHicu\nDkhNxfvNIzU1AAAgAElEQVTpj6BPHx6iTGgaO61eXkUrXUOHUrlKSbG/ff9+YOpUZlmaOiwbNwK+\nyMadnffD07PkIvjKlfxYVAdP0xhTvGcP49RtsIpDOXy1ERr5XSrUWkqMnx9qIRv1kYwTHibLUnS0\nxKEIVZvEREaUKFSWr4pGMiM2lpeHYiMSnnwSIROH4dFH+fBm/3WGcKFE8AsXgPR0dOzIl7v88AtU\nPBYtojJSlAhuujZmh0Vg/XqJQnGaevV4bQ8rXWFityJO8NKjPrvgYENJHDaMMytMv3+FAmqXLow5\nc1Acs0y88grwxBMU2pUiKyJ4iQkMpHHbIuotNLTYOizqI7frBDc5txu3qIXQUGDXLvvHyAioj7cW\nd8bAgcCwKU3sTwUIDaUAnpoKnD3LdSWMQwH41fjvf/mTExwM1K1rud2mQCggTnBBEARBcBMigguC\n4F7Mi2LaIyKCrqpr1/g4MZG9org4y/3WrcM3uA/P/68r/P2Bzz8vVb1KS7p2peBep47jfZTqZB2J\nouvApEl0LX3zDbBjR2HWwcaNOnpo2xHYpC7atCnW1GRBQQFfyjqLeNIk6jkff2znSX5+dLWb4lAO\nZ0aidfB5Ozs6icmhGIkTOJFtclK2aEEHXkZG6Y8rCBXJiBHAtGnG4zNnqEpYiVcFBSxAWWQeuBXP\nPQc8/DBwR3isrQgOAImJ6NiRf8ZtSgfGjWMlvmKEDv3UaSAoCJviApGZKSK40zz+OPC//3F6S2VD\nRPDSE8SC0+jWzTg5b7yRv8cLFvCxGnXu1In1LFztBE9JoaLZsSMd6G+9xXsI1TbBaezmYTsh/h49\nyrF/NeHDApMIroXXQ9eujkXwd97hJfqf/yziOq8G0S5c4O8FUOpqw+PGcRLkhAm22+yavkUEFwRB\nEAS3ICK4IAjuIyuLHVCVB26Pxo25VNP+jx7l0sq9tfiXq3gAX2HYMPY7r1wBvvyyjO2bNQuYP7/o\nfbp1YwfXOhJl/XpWOnrsMaNgZ3w8srKoh/fV1wMNG6JTp5I5wePi2N+yNqf7+VFkW7TIjiFb02gv\nunQJug4czmuO1uGXnH9Ra0ziTCRO4MRlU8c+OprLhITSH1cQrMnLo4Ls7lkGBQV8DfPBNQcxBnv3\n0lRakuzt0FDgiy+A0Lr5xYrg+y40MIrNBgQ4nPI+fz4Q/J9/on5GPCZNop47cKDzbarRNGsGjB1b\n0a2wT0QEXaelcJTWeJRq2q2bsa5XLzq+//1vPt6zh59taCjQrh3Pc1fGSvzrX5yx9ttvfM2cHEa7\nCSXGoQhezGD7kSNFFMVUs33CwtClC70JOTmWu6xYQfH73ntZ+sUhSmW/eNG4Ry3DefvOO8B//mO7\n3q4IHhgoIrggCIIguAERwQVBcB/KadmiheN9lAiuIlGUGHb2bKGz+epVYMqmqehU9yTmzgX69qUj\ncsYM9kWdYdkyYzZrIV5ejCMoCk9PYNAgWxH8u+/YWXvvPaBHDwrR8fHYsQPIzdXQFxuBBg3QqROL\nXJreCo4csY07N6eoLOJHHuFy1iw7TwwJAS5dwoWkbFxGCNo0KkOn39sb8PREU88knDzrzbxOJYJL\nJIrgSv76i5XpPvvMva9z7hwzXY8dMwJoHYjgP//M0/7660vxOuZqRnKy4Q5NSEDjxkCdgDzsQ0eK\nc4BDt9+KFSxcG+19Crc02IIuXThWIGbTakBkJL97gwZVdEuqHuoE6N7dWKdpwKOPAlu3sqDinj10\ngQPGeXbwoGtePy2N16px41h046GHOBj+2muuOX4NQ/13WgjA/v7Fir9FiuCqkGVYGLp25WXffDLA\n2bPAnXeyUPHnnxfTQHMRvIxO8KJw6ASXTHBBEARBcDkigguC4D5URqfdOasmlKtGieDKCQ4U9lw+\nfucaUgrCMHPSegQEcNPf/87OzLff0jE5ahT/tsf27cDw4cD775fyfQwdypgWJQBnZHCq/YQJ7LD5\n+lLMT0jAxo3cpQ82AQ0bIiaGj/fupZGoWzd2vubMsf9SsbHMArdnLGvUiHU6f//dzhNNIvihXZkA\ngNZNM0v5Zk34+SGyXiaysjTGoSsRXIpjCq5k9mwulyxx7+ucOoWX8QbeyvgbCpJMo2F2RPD0dM4w\nufVWyzIGTmOuZpw7R4dqUBCQmAhNAzo2vEAR3NwJbiX4bN7MqOHWrYEVQePwn2FzsWQJXYRCNSEi\nwvmsHcHAPA7FnHvu4Qymjz+m4K1+eNV55qpIlH//m/nQL7xgrJs4kYUWhRJTmjiUjAzeLjojgqtJ\niKo4Zn4+cMcdPPxvv/H2rUjM41CSkmgQKOp+tpTYLYwpcSiCIAiC4BZEBBcEwX0oEVwVbrSHEsHV\nVNNjx4D6phzqAwdw4QLw/ic+uAXz0Xuc4cC5/npGej/yCE1Zixc7NpM+/zyXJS1QWcjo0RS6n3mG\nLtJ589g5ue8+Y5/oaCA+HmvWAC3qpyMc5wud4ABF8GnTmP4QHU39/N57gR9+oP737bfsnC1fDgwe\n7LgpY8fyfSQmWm0ICQEuX8bhuFwAQOvovFK+WRN+fohsRpHmxAkwbiUkRERwwXVkZnIEq25dnveq\n2pkbuHjgHN7BP/Ay3sK4iT7UFk6c4HdajayB52FqqmV0eImwFsHr12cBP1OMUMfa8YhDB+hNI439\nzYSOnBwK8A0aAMuX5iE45bAxW0YQajqTJjGOpFkzy/V16gB33QX89BN/ZNUPb/Pm/O12RXHM8+eB\n6dOBG26wFeGFUqFEcAsBOCCAUXp59u9hlBdBFQ634cIFDpb4+KBFCx5O5YIvWgSsWQN88okxSaBI\nrJ3gjRrZL6BZRqQwpiAIgiCUHyKCC4LgPlQGSFEiuL8/BVZzJ/jgwVy/fz/eeQfIyPTA23jRIltc\n04CPPqJgNH8+8NJLwO7dFLDM+esvuquDgylEqySEEhEZyeJXCxawk/3dd+xc9+tn7NO8OY4eLsCy\nZcD4dqap1w0bokEDmom++ILOo5deAjZtAv7xD8aa3HsvMHIkcP/9wOrVNJW9+qrjptxyC5c2Ueam\nTPDDh3T4IgtNo8pYEO6NNxD5wDAAJhEcoHovcSiCq1i8mJ38Dz/k46VL3fZSS//yRgE88TC+wKKN\nIejTB3h9xXX4PuCxwqSE/HwaSfv2ZcxwqXAkgptGrTrm7EQq6uLUGdP5aSV0/PorxwM//xxogGRm\nmUt2tCCQZs1Y9NSei17lhQGGCO7pydkYBw4Y9QemTDHcws6Sn08BPjW1DFPKBGscOsEBh7ngaqy0\nyExwk4PbwwPo3NkQwT//nLPsJk92soF16vA7ZC6CuwGHmeAShyIIgiAILkdEcEEQ3IdyggcHF71f\nRARF8OxsRhS0agW0bYuTO87j88+BeyNXo11Ulo2YPmAAheVbbqFuXlCAwjgSgI+ff5795n/8g/2Y\novK4i2TaNFZQeuwxBndPnmzZEY+OxvsX74e3t46/tfmD7rM6daBp7I8fPMh4g2ee4Yzat9/mGMHR\no8CWLSzedOYM8P33RfezmjfnTG8bEdwUh3L4mCda4ig8g8sYHvzww4gcR7dboQjeqhUddaUaSRAE\nK2bPpuV58mTa8twYibJgW0M0whl87vMUlo7/BteuAa8fvQOTT76BDh14ev/8M7Xqp54qwwsp4SI/\nn2JM/fo8aRMTAV1Hx4urAfB8B2Ahgus66xy0awcMGwYjrkVEcEEons6d+Rtdq5alTbhdO06fGj+e\n9Qe+/54xKfPmOX/s115jUP/nn/N1BJdgNxPcSRHcYamZCxeMGBNwxuDu3RwHWbGCMe5eXk42UNPo\nBldxKG66FqsJQRa3VgEBnBpkXdVTEARBEIQyISK4IAjuw1kRvHFjiuCJiVSuW7QA2rfHsn2NkZMD\n/D3vnWKnH/fuzY7NunXGujlzmAX5xhtGHa29e4tuyvLlNIpdu2a1wdOTDvBcxo3gnnssNp+u2wHf\n415MueUiGqQfZaCwSSRXfeaZM6mNK4KC+FZ79gQ6dHA+InbsWGDDBhpNCwkJATIycPi4D9rgkEsq\n6NWty8MUiuD9+jGIXdzgQllJTaXz+7bbeG4NH8556m5wvmVlAX8ktMaooDXwaNEcN+YtQXw8kBVU\nH0fufhMPPUQH+D330LStZluUisBADuYlm1zcygmemQkcO4YOKSywa08EX7OGYs20aaZrgaqSa14E\nUBAEx3z5JUezzFXO9u0pYC5axMy0nTt5zzF+PEeji2PxYs4Eu+8+3hwILsOuE1wFdTuIAjl6lFq0\nWYqVJRcuAPXqFT7s0oV6+rRpNCBMnVrCRoaGlosTvKDA6r6zmMEAQRAEQRBKh4jggiC4j0uXjMKR\nRdG4MTup5mGP7dohMTUY3t46WpxeVawIXrs2taK1a411H37IIpSTJgEdO3Jdofhkh4QEZnV/8w37\nujaG51atuPHVVxmRYsb09b1QAA88O3gHhWKzqnpPPw0sXAgMGVL0x+AsY8eybQsXmq0MDkYOvBGf\n7I/WOOwSERzg2ywUwVVY+apVLjm2UIOZP59i8aRJfDxiBAeYYmNd/lKrVgEZ+bUwJmovry1HjgCp\nqfBJu4CWMX6YOZODZ337UhPzLEuSkFJ1VIHfBg0oggPAkiWoi1Q0CbtmVwSfMYMGxjvvNG1buJC5\nLA0alKFBglCD6NCBP5Dm3HADVdO5czmTKyaG1WfvvJP5ZL/84vh469dzoK5rV7rABZeidF6bTHDA\noQh+5EgRUSiARRwKwP86gAaH224zSs44TWgob4LS0twmgqvbNYvPQf2WSC64IAiCILgUEcEFQXAf\nly8X7wIH2EE9d47zVQHao9u1QwKaIzLwMjxRYPRkimDAAGDrVpoud+8Gtm0DHn6YolZoKF/GkRM8\nO5sdJA8P4Mkn2S9+9107O06cyKnR4LHmz2dM+JcLwnEnfkKzq3F0gZoJVw0bAqNGFf8xOEtMDHW1\n3383WxkSggQ0R36Bh/tE8Fat+GZEBBfKyq+/8kvcsycfX3cdv7PORqIkJ9Pi7WBT796cuAEwyt9f\ny8DgjhcogsfHA8ePc2PTpgA4yWHDBhanLRNKuFADeioOBaCjFEDH9rqlCJ6RgSOHCrB4MfDoo4Cf\nHziQtm0bi/IKglB6evbkTDNzcdzbG/j6a940TJ5smaOm2LWLg3NNmgDLlplOTMGVeHrSwGA3DsWB\n+HvsWBFRKIBNHErbtoYP47HHStHIsDCjsKob41AAB5+D5IJXLhYuZIahIAiCUGUREVwQBPdx6VLR\nRTEVjRvT2rx2LTM4QkOB9u2RiChEZZmE8WKc4AD7s7m5FMK/+orRoHfdZWzv2NGxCP7008COHRTO\nPvqIYtiLLzqu1XftGk2a48bxNXJyNDwfOJMCm5UT3NVoGjBmDPMts7NNK0NCcADtAABtcdA9Irim\n0Q2+apXkggulJzWVju/x440MIG9vBmEvXVr8dysvjxEHH39sd/PTT7OPev/9PJ8XLdJxk/4HajVr\nwIGc7Gwq3oDNjI4yY08Eb9aMf69dC/j6omNPPxw6ZEpWCggAdB2zvsuDh4dZbT+TYO7S0TNBEAx8\nfZkL3rQpM5BUcW6Av+M33sj7kRUrgPDwimtnNcem/mMRMSCZmTR6m8YubUlN5U5mdm9vb94+du/O\nwdESExrKYwJujUMBSjYYIFQAus5YpNdfr+iWCIIgCGVARHBBENxHSURwgJkELVpQGIuMpAh+bT+F\nqtDQYg9z3XV86rJlwKxZwK23Wr58TAwLVKpYb0VcHGc6/+1vFJc1jSaxFi2A99+3/1o7dtCIOnMm\nDexJSUDbVvl8gUuX3B5h0KcP6yUpgxKCg7ELXeCJPHTwOOgy11pkJPuVqammFYMH07V/6JBLji/U\nQJYt40loHb49bBhzV4vLnI+P5zmWlGSzacUKRgI/9xwwdCj7q2fOaBiNBXR0qoJ5KnbFoZpSSuyJ\n4H5+vB7k5gJt2qBjJw/k5gKHD6NQ6NixvQDt2pldNhYtonjeoYNr2ycIgkFoKM+1rCxOBcvNpRI5\nZgwH2/76i9cNwW0EBTmfCa7GKRz+l6gYKiur+Ny5nGTkbN0VC8zvPSvCCS4ieOXh6FHee6jvmSAI\nglAlERFcEAT34WwcihLB09IKRar0DA9cRBiikOiUCxygaSsmBvjkEx7qwQctt8fEUDg+csRy/U8/\ncVruCy8Y6/z86PLesMH+bNTNm7m89VZOtw0PBxAdTRs64FYnOGCkw+zaZVoREoJd6IK2HodRq45v\nKXt7tiijbGKiacWgQVxKJIpQWn7/nSeMtS2vTx8uN20q+vlxcVxaiQPZ2ZzuHh1No9aCBRyzqV0r\nHyOwxFIEX7mSFsESB8QWg7kI7uMD1KnDxyoSpX17y/oEJqFj514vdOliOsa1axTfRo1y2XksCIID\nWrfmqPemTcCzzwJ3381B3t9+KyZ8WnAFgYHOZ4KfOsVlsSK4us6baNCgDGZ+s2iVcnWC210pVCjq\nxv/4cVs3jSAIglBlEBFcEAT34awTPCICCzEKr+HVQgePEl2bI8GpPHDFgAE0dbVpw5xfc5T4ZB6J\nUlBA5+iwYbadpJtuohls5Urb19myhbpWvXpmK6OjKWABbneCN2/OPtLOnaYVISHYjc7oXLDTZVEo\nACNfNM2sCGd0NActVq922WsINYjsbEaejB5tW4GyXTt+d1VH0xFq+oOVSDJ9Oge4Zs5kFFLt2sCf\nfwJHpi9GKC5ROWnUiBuuXOFjDxffBpmL4PXrGyK2Ko7Zrh3atAG8vEwieGAgklEfyefNRPDYWF7E\nJA9cEMqHCROAJ57gCPqCBbyYDB1a0a2qETiMQymLCB4d7bL2FTrBAwON67uLsVsYsyKd4CtWALNn\nl//rVnbUAH1enllOoCAIglDVEBFcEAT34awIXrcuXtPewFt4CVmRrQEYInhJnOAA0L8/l1On2poo\nLcQnExs2ACdPAnfeaXusvn3ZD/njD9ttmzfbyZc073i52Qnu4QF06WKI4Odz6iAJjdEFu1wqgkdG\nUgv49lsOGBTmgq9eLbngQslZuZKKh3mROoWHB4vYFecEdyCCL1zISKRhw4x13t5ARIZp6keTJvz+\nqqnyrs4DBwyRJCPD0mVu5gT38aH5VDnBd4Hqd6EIvnAhz+EBA1zfPkEQ7PPBB5x9MW0aBXGhXCiN\nCK4mD9pw9Civ864sYqpEcDe5wIFKGIfy9tucSqmy0AWyeTOnnALFx7YJgiAIlRYRwQVBcA+ZmXQz\nOiGCJx7XsEvvjHx4YR9o1y4UwQc1o7LlJKNHM8f7oYdst/n4MLrE3An+0080ho4ZY3//IUMogpvr\nvadPM464Vy+rJyihC3C7ExygQX7PHiA/H9i1l65aV4vgAAsMHj9uloAyeDCrUxUGkguCk/z+Ozv3\nQ4bY396nD09QO0XRCnEQh3L8OMVlG06dosqgoklUxIGr88ABS6eg+TWgfXuK/J06AeCsFGsRvHNn\n076rVgHXX88LkCAI5YOPDwegZsyQGKJyxCYT3NeXs4Ts/AacOsV0Eoca99GjNlEoZUbFoZS3CK5W\nVoQIfuwYX3f58vJ/7cpKRgbvTW67jY9FBBcEQaiyiAguCIJ7uHyZSycywefNM/7eeYVCcmIitbLQ\nlb+VaAqqry9jPZWJxpqOHQ0RPCeHsZ+33OJ4/5tuorhmXgdnyxYuHTrBNa0MAZTO06ULxxoOHwZ2\n7+a6TtjjchF87Fj+N379tWnF4MFc/vWXS19HqOYUFDBq4OabmVdij969ud+2bTabdB3Qs81C/c3E\ngaws1mu1a+4+dcpy/rwSSdwtgps7wSdM4KCRKRalY0fOpk5DEHahC5rXv1qo0SMlxT1tEwRBqGTY\nOME1jcUxHTjBi6xT6g4RXDnB3VQUE+Db1TSrz6F2bS7LOxM8M9OoQDpnTvm+dmVm2zbem4wezQ6D\nFMcUBEGosogILgiCe7h0iUsnnOBz5wKdgk+irnYFu474A6AIHhXlekNWTAw7Uh99BHz3HZs5aZLj\n/W+8kUvzSJTNmym2Fzo3FRERdJOFhTGHwc2oqPSdO1kgM9LnDEJw2eUieK1ajIuZN880ttGsGSNq\nvv1WIlEE59m6lUr1Lbc43kdNr7CTC/7YY0DfnnnM4/TxsRBJTp7kssJFcF9fw8FtLoJ7eDCPyYSq\nT7D/TDB2oQu6NLnAFTk5FD2U8CIIglCNsSmMCVBkLKkIfukS/7lLBHejE1zT+JYtPgdPTwrh5e0E\nj4/nMiQEWLSIdTwE456kd29GqokTXBAEocoiIrggCO7BSgS/ehVYtoyO5UuXDO30zBlGAN96XyC6\ndAZ27qLqrURwV3PHHXRQP/UUI1PCwiwzhK1p3pzpCX/+aazbsoXHsEkr8PRko92cB65o04YC9a5d\n/NeljilDxsUiOMBIlOxss1pJDz/MPIfi8psFQaG+K0UVnAsN5Qln9b365Rfgiy+AHft9UQCNI1Bm\n0+VVjSqnRHAVvt2hQynehBMoN7i5CG6FEsE37AtCPFqgS4OzXKFm0DhTS0EQBKGKExjImTx5eWYr\nSyOCK2euO0TwW28Fhg937XGtsImFAfjhlLcIrsTdJ54AUlNZqFmgCN6qFb8PLVuKE1wQBKEKU+1F\ncE3Tumqa9qqmaQs1TTukadpFTdNyTcsNmqa9qGma3d6mpmkRmqY9qmnab5qmHdM0LdP0L1HTtNma\npjkINbU5Tn1N06ZrmnbY9PxLmqat0zRtqqYV73PVNC1a07T/mF43S9O0FE3T/tQ0bXxJPw9BKDes\n4lDefpt9iC5deA85Zgw1rPnzudv4qcHoOuT/2Tvv8KjK9A3fJ50QekloIUDoNfTeRaQIWLCAuioK\nlv0p1sWCdXV12dW1oSAWUFCkKaiUiBRpkSYdEhJqDMVAILS08/vjnZOZSWbSe977unKdzJlzznxn\nIDPf93zP97xV2bULkpMLTwQPDhbn9MGD8MYbMHNm9qbt66+XmN6rV6VtW7e6iEKxGD/enhlYyHh5\nibN9/XpJiOhQO1aeKAQRPCxMfmbPtu24/XZ5nY8/LvDXUsoou3dLTFAW4jAgueCbN6fPlB2JMZk4\nUf6/J6d6cs6oISsRHMQBtyL4tWsSL+KonHToIMu93f4R55MciOANG8phXy2ScNuwGraKb3/9JVt1\ngiuKUg6wuiuZikJmyAS/eFE02SIXwT08JDevX7+CvW4GMsXCgLwPRR2HYongkybJP45GokhfZNMm\ne58hNFQGKU4zN4qiKEppocyL4MB9wMvASKA54A9cAaoDPYHXgYOGYfRwPMkwjAbAceBD4BagCZAG\nmEAIcDvwi2EYswzD8HT34oZhdAL2Ak8AzYAUoBLQG5gJLDcMwzeL84cBu4AHba97DagBDAEWGIbx\nWU6EdEUpchyc4KYJ8+dDnz7Sn37+efjxR6n9NmeOOJpbtpR4j2vXYN06Gf841pksaJo1gylTsk5m\nsBg+XGISJ0wQF/iVKy6KYlq88ILcYBHRsaNEFZom9kiFQhDBQSYDtm+XxAYCAuCuu+Qf1hLuFCUr\ndu+2W6Czont3Ea5jYkiZPpNxTSMgNYXXXpOn4xp2kyUciYnpQvnRo6JV1K+f4VpWtmlG5aQQ811z\nIoIbhhjR/9gl3bCOVWxL0HMRI6UoilLacVkU0oUT/LhtnjD9o/zkSRgxAv60raKJjJQvgcLsOBYi\nbkXwvDjB9+6Fhx+Wqum5JSpKJmEDAyX/eskScX+UQ9LT/o4ckT6JJYI3bSoCuDX7riiKopQqyoMI\nHgE8DfQAqpmmWcE0zcqIEP034AxQE1hiGEYVh/M8AQP4BbgHqGeaZkUgAGgNfG87zhLZM2G73jJE\ntD4AdDFNsxJQEXgUSEbE7HfcnN8ImI8I9xuA5qZpVgGqAK/aDrvXdn+KUrJwEHN27oToaLjnHrj5\nZnj9dckB37FDROWbbWsarIzrhQtlWxhO8LwwZAi88grMnWvPCC8sE2lusZIdAMJCbSOoQhLB27WT\nsdCBA7YdkybJrMUXXxTK6ylliNRUGZi3a5f9sdYf1/jxrHx4MRtTu/Fe3X/Ro7uMSOPqdxZxwDRl\nRgoZi9at62JVRyblpAjIgQgO9vmAICOOIOLkgTrBFUUpR1gfl0552C4KY2b6KF+0SNwUVv8jMlKW\n+vm69RWVaApUBP/6a8kPs4pI54aoKHE6g8TAnDsnSyHLGatWycK111/Hngfew+aXs94fzQVXFEUp\nlZR5Edw0zdmmaU4zTXOzaZrnHfYnmqb5JTDetqs2MMLh1HNAJ9M0B9uuEWs7L800zX3AGMAqlfe4\nYRh+Ll7+KSAIcZ4PM01zq+0aSaZpfgi8ZDvuQcMwmrk4/1VEMI8DRpimecih7S8BM2zHPW8YRrWc\nvyuKUgScOycZ2ZUqsXCh/DpqlP3p0aMlZ7t3b7j3XtnXtKmMfayIlJIighsGTJ0q7fX3l0GYy+zh\nYsCaOKheHeo3tC1KKSQRvH172e7aZdvRpo38A378MaSlFcprKiWIY8dg2jR49FGJ/HnggZw7zQ4f\nFsG6bVvS0uDf/4a333ZzbJs28kGwaRM/tX0Wf59kbo98jaADawCIq9VGxAFIFwiOHpV6rZmwlJPC\nKILpDkvVCQrK8jBLBA/z3WcXOtQJrihKOSLPTvDffpOtVagkMrLgo1CKEJcFQvOaCb5nj2wPHsz9\nuY4i+JAh0nlfuzb31ynFzJsnK0CTkuDFF+Ht9/zk/6RVR8R6fzQXXFEUpVRS5kXwHLDZ4ff0hdSm\naSaYprnd3UmmaZrAZ7aHAUBLF4fdbdt+Y5pmjIvn3wcSEdf5OMcnDMOoCFiZ39MdBXwH3rRtKwM5\nCHVQlCIkPh6qVcPEYMEC6N9fEgwc6ddP8qybNJHHnp4S1xtnM0W6FLWKkeuug/37pc0lJYSoTRvJ\nSg4LA6OGTTgrJBG8WTMxWf3xh8POu++WQZM6YsouW7bIEoiQEHj6aRkhRkTAp59CeHjOrrF7NwCX\nQirJx3cAACAASURBVNtz663wzDPw7LMwa5aLY7284O23MWfM5OdLfRk42APferUIfPURAE4FhLoU\nwV1OTK1ZIx8smXJSCpFKlaRqbtWqWR6WLoJXPGQXOiwnuIrgiqKUA9xmgrsQwQ3DlmRlmtIR8/eX\n75Y9e0q9CO6yMGZeM8HzKoJfuyaT3ZbIW6GC5BXavr/LA19+CXfeKabv6Ggpf/Ps5jG83+Bt6ZuA\nTHBXrKj9XkVRlFKKiuDQx+H3w7k896rD70654IZhNAcs69nPrk42TTMRWG97OCTD072BCtmcfwTY\n7+Z8RSle4uOhenX27ZN++M05LONqOZtr1bLrXCWJmjVLjgscwM8PnnhCTLlWEdLCEsG9vKB16wwi\nuGUP37/f5TlKKefyZRgzRuz/U6dKMai//pI/6ho14LPPsr3EJ5/AY2/X43HepcdDHViyBP7zH5lU\nevhh+0pjJx5+mMh+E4iONrhhuCdMmUKVP/fjy1XivOo7ieApKRL9nenvMjxc2vfYYyKWFBXBwSIi\nZDNT1qkT9OwJo2tvcnaCe3nZ7ZGKoihlGLdO8AyFMY8fF+3R2xtRJ//8U2ZTPTzg/felamYpFsEL\nLA4lMVG+pyFXInhqKuxdcUImGCwRHCTCLH35X9ln1izp565YIV2c2dNOM4KlTD440e7UNwx5j9QJ\nriiKUioplyK4YRi+hmGEGIbxKDDHtjsKWJrLS/W3bZOAjMFrbRx+35PFNaznWmVx/t4cnN86i2MU\npeixieALFkh/ccyYnJ1mieAlJQqlNPDWW3DbbUDXrmK579Ch0F6rffsM46EWLWSrInjZ5N13RWxY\nsABeftm+PMPXF8aPl6JZWRRGPX8eHnoIZm4L43OP+ziX4MGyZTJx8803YtC+6SZxhU+YAE89ZU9Y\nWW4LHBs6FLj/fox69Qgijrik6k4ieGysnOMkgl+4APffL8sXXn+9gN+UbHjtNXGgZ0NAAGzYAF0C\njzk7watXLzlLTRRFUQqR3GSCp0ehrLf5h265BQYNgs8/l8dlTQTPSxyK1Rfz9MyxCJ6WJrGEbUY1\nYSkjnN/Hdu1kqVVCQu7aUUqJjZVb9rOFnHpvXMv9zCI1zcNZ827aVJ3giqIopZRyJYIbhnHVMAwT\ncXDHIHEk1ZCik4NM07yWi2s1AibZHn5rmmbGJLe6Dr+fzOJS1nOVDcNw9L1a558zTfNyDs6vm8Ux\nilL0nDsH1aqxcCH06ZNtPG46KoLng7p1pYBR7dqF9hLt2sGpU/IDiOu8Xj3Yt6/QXlMpJs6elRmW\nUaOgV6/Mz997r4Rmzp3r9hKbN4uxbFnQAySMuZfjx+GGG+S56tVFQ09Lg//9D5YuFYe4ZS7/+WfR\nsBs3RkakM2YQ1MCbuNMeTiL40aPyq5MI/tRTYg//8ktZ0l2U+PvLUpac4uj2i4/XopiKopQb3DrB\nk5Pl+8VGJhG8enVo2RLuuEOOhVIvgiclSSJJOlYcimnm/EJWFEq/fjkSwU0T/v53mDMH/H2SeZmX\nMZtkcIJDuYhEMU0Rwes6jqjXrKGZ/wkgQ53R0FBx3KekFGkbFUVRlPxTrkRwpMDkKcBxjd2vwOOm\naR7L6UUMw6gAfAf4A38BU1wc5riWOSsR2/G5Si5+z+pcx+fdrp02DONBwzC2Goax9cyZM9lcTlEK\niPh4Dni2ZvfunEehgIxpqle397uVkkWm4pgg/2jqBC97vPGGiLNvvOH6+fbtJdMji0iUjRvB09Ok\n68nF9hBsB9q2lUHnlStSC6B3b3juOTGfr1ljF8wBGDaMoI71pGZAViJ4RATMnAlPPgndu+f2rose\nRxHccoIriqKUA9yK4JD+uWj+sYvj0Uk0qG8Tg3/7Tb4sPDxkKZGvrzifS7F7wu37kJLiNBmQLXv2\nyMTvDTfI90kWK7UAXnoJPvpIyn283+tbttOJZRsdvoOszng5iERJSJC+SEYRvEnvuhhGhjmFpk1l\n8uVYjuUDRVEUpYRQrkRw0zRDTNMMMk0zAAgEngI6ABGGYbyak2sYhuEFzAU6AcnAnaZpZuX0LnZM\n05xhmmZn0zQ718qNO01R8kN8PPNODcTDA269NeeneXuLqfjJJwuvaUrescZDTrngLVvCgQO5cysp\nJZuYGPjwQ3F7t8qY1uXAfffBzp2wY4fLpzduhPZNLxNAoksRHETHMAz5ef99MUOPGAFXr2YQwZEV\nJe5E8GCrCscLL0h4/4sv5vx+ixPH4mfqBFcUpRzh6yt1hF2K4LZc8HMff8vlZB8anNwky9AOHRIR\nHKBKFcnba9PGFhheOnFbIBRyF4myZ498Z7dsKY+zcIObJkybJkaVt96Cuzzn0tj3BK+8ati7c/Xq\nSZHnciCCx8bKtm7qcfnl9GnYtw/fgb0ICcngBLdWHRw4UJRNVBRFUQqAciWCO2Ka5mnTNP8DDAVM\n4EXDMEZkdY5hGJ7AV8BoIAURwFe6OdyxG5NVRS7H5y66+D27al7W83koH64ohURqKub5BOYe7sqA\nAVCnTu5ODwyUgZFS8qhRQ8ZEmUTwxESJn1BKP2lpEtDt4yM54Flxxx2YPr6ceOc7Vq2C2bPtprWU\nFNiyBXrWtanUOVje0aEDPPggbN8uZrZ+/ZyfDwyUlJYUP2cRvFYtW+3LtWth1SqYMqX0FJd0zH21\n1VJQFEUpL2TKw84g/h6PlriTBkunS24HSM6exaefwi+/FEFLCw+XTnBrZ25F8NatoXlzeZyFCB4f\nL87n3r1lEto7+iDPt/+Rbdvgp59sBxlGuSmOGRt9FYC6UyfI+7hunTzRvz/NmmUQwcPCZPXBhg1F\n31BFURQlX5RbEdzCNM0I4DfbwwfdHecggN8GpALjTdNckMWlYx1+r5fFcdZzF0zTdOzlWOdXMwwj\nKyHcOj82i2MUpWhJSGArnYiKr8GddxZ3Y5SCJtN4yHIcaSRK2WD6dFi9WgK669fP+thq1RgVuJkG\nc95gyBC45x6YMUOe2rNHxu49fbaKQt24cY5e/rXXoFo1GDzYXpzKIihI3GtnrjiL4A0bIk+88ILM\nuj30UO7uuTix4lBMU5auqxNcUZRyRKVKLgpjgl0Ej/UEoIFnLDzzjMyQWgVkrONL+edmlrEwmSpm\nuiE+XuzMbdpIEWtv7yydyidt65jr1kVmr48c4a5BsTRqBP/+t8OB7dpJJnhaWg7vpnQSO+tnAOr6\nnIXRo2HxYvk36NgxXQRPd8gHBEgcnCWUK4qiKKWGci+C27DiTEJdPWkTwL8GbscugH+bzTX3OPze\nJovjrOcyVpVzPL91Ds7fm017lNJAWpq9wE9pJj6eedyBj1cqN91U3I1RCpr27UXvTo+pVBG87BAV\nJSLD9dfDAw9ke/jevbD0eAcm8Cm/3jGDTp1EQzdnfcaG8dMB6Hl6iTjTPHLW5ahZ0x7rnRGrwG5c\nQgVxqDmK4CtXSlbsCy8UfTHM/BAQICPrc+fg8mV1giuKUq7I1gl+WpYGNnj1Afms7N5dViqVISwR\n3GkyILdxKHttQ8E2bcDLSyI7snCCW/Ef9eoBR45AWhreLZpwww2ScpYu+LZrJ204ciRn7SiNHD1K\n7LLtANRZ9KFkfc+dKzZ5b2+aN5f/o+lF4UGWqkVEiJ1eURRFKTWoCC5Y9rRMU+0OArijA/yb7C5o\nmuZBwKqWMdTVMYZhVASs9XwZY1V+A6xvVXfnNwRaujlfKY1MnSqCYmpqcbckX6SePcc33M6wzmeo\nWrW4W6MUNO3by1xNuuZdu7ZYd1UEL92kpMDf/ibusU8/FZE5G778Usba/xwVQf9lT/HwPZfYtw/W\nT5zDxgPVqctJgre7LoqZFaGhEn2SkXQR/JQBAQGYFx1E8I8+Euf6hAm5eq1ixxI6rAJbKoIrilKO\nqFw5axF8+7lG+HkmEfTYbfCPf8DkyUXfyEKmQOJQ9tj8U21s/qjmzbMUwS0neL16yAQ4QGgoTZtK\nkcj0mprloTjm008Ta9ahSuU0Kg7qLgVKAAYMAKBZM3no9Hb27StukC1biratiqIoSr4o0yK4YRie\nhpH1KN4wjEFAV9vDNRnPR4pg3oZkgI/LiQDuwGzb9nbDMEJcPP8IEICI6187PmGa5iVgoe3hQ4Zh\nVHFx/rO27UVgSS7apZRE0tLg88/h8GHYtKm4WyOkpcGoUfDss9kf68DatfAndbljWEIhNUwpTjKN\nhwxDJm9UBC/dTJ0q+ZYffgj162OacO0anD/vehV0Sgp89RUMGwa1X30ULl7k9t3PU9U4z/QKT7Kx\n3i30HFQBY+pUePzxAmliughuK455+ozB1as2EfzkSZmhKW0OwYwieClf1q8oipIb3DrBL13iVMxl\n5iTfxt2d9uLpZcCbb8LIkcXSzsIky8KYOY1D2bNHLmTFmDVvLmOKlBSXhzvFoTiI4KG2ddHWLlq3\nln5eWRTBTVMy3L77jtjm/alT1yaNTJwI4eHw8MOAXQR3ygXv1UveF41EURRFKVWUaREcaADsMAxj\nomEYjR0FccMwGhiG8Q/ge8AA4oF3HJ73BOYAY7EXwcwuAiUj04A4pHjlj4ZhdLJd28cwjIeA12zH\nzTBN85CL86cCl4A6wFLDMJrazq9oGMZUYJLtuNdN0zyXy7YpJY2NG+1rExcvLt62WMyeDT/8AG+/\nLcp2Dpm3ohoBXGRElqVmldJKs2YyaF2/3mGniuClm59+EnFhwgQYN47NmyVm1c9PTP69e2dOagoP\nhz//lBxw2rWDkSPxn/k/7vH4igVXh3PkmCc9h1eHV17JtRPcHZY7PC4OqFiRo2ekZEbDhkjFzNIo\nIFtCx1FbAVF1giuKUo7IKhP8g/9cIwkfnhwTUyxtKyqyzATPjRO8TRv7Kq7mzeWLO8b1e3fypBSV\n9vFBFO9KlaBWrcwieEAANGlS9kTwS5dk9dvEiTB4MLGVmsuEgMWgQen/Bg0agK9vBhG8WjXp+6gI\nriiKUqoo6yI4QHvgY+AwcNUwjDOGYSQiUSVvAhWBGGCwaZpxDuf1Au6w/W4C7xuGEZfFz20ZX9g0\nzQRgBPAX0ArYahjGBSAR+AjwQWJMXK7rM00zBhHhLyOxKYcMwzgPJACvIOL9F8C/XZ2vlDLmzxfF\nqW9fEcHTw/iKiQsXZNlp167QqBFMmiS20GxITYXvf6/LCJbhX69aETRUKWq8vGDIEPjxR4f/pi1b\nwpkzDutnlVLD8eNw110ymHvvPQB+/ln+3F9/HZ5+Whan/DvDN82XX4peO3y4bcfUqVC1KpPebEhK\nigzCe/Ys2Kb6+8s43XKCR58V+1xICCKC16xZsC9YFKgTXFGUcow7J3jiX9f4cHYAY1hMs7CKxdO4\nIiJXIvjRozBtmnOf3DQlE7yNQxmq5s1l6yYS5eRJWxQKiOIdGgqGQaNGoqOni+DgoiJ6ySQpCfZl\nqLJ15Qo89xw89RS8+CIsX468X4MGwZw58PLLsHw5sXGeziK4Ax4eErF+KKNlrV8/MTGlF8lRFEVR\nSjplXQSPRUTkj4BtwFmgMnLfx4ClwASgtWmaOzKc6/jeeAOB2fy4rMJlmuY2pLDlO0Ck7VqXkMzv\nB4AbTNN0qyyapvkT0A6YCRyxvc55YBVwi2ma95pmcaulSr5JTYUFC0RNGj9eXBvF3dl84w2pAPP+\n+xKPcOBAZhXMBVu2wJlEf0bxvbgklDLJiBGycGHnTtsOLY5ZennjDRklfvddekHJiAhZAf3887IQ\n5NZbxdB94ICckpAAS5bAHXeIOwqAzp3h7FlaPD2S/v1lTi8srOCbGxRkF8F/O9WUihWhZaOr4uoq\nzSK4OsEVRSmHZMoEtznBZ60L5dxFb57hbXsWVhnFy0u+M50c8a4ywb//Hjp0kNnp776z79+3T0wI\njl+6uRHBIyOxLOC+vhAcLLvSaddOVPESXgTymWfsTbX44gtZ6PbRR/DPf8pQa++yGBmwTJsGL72E\n6eFJbCxuRXCQVZCZ3sq+feU92batMG5HURRFKQTKtAhummaSaZrfmab5iGmanU3TrGeapq9pmv6m\naTY0TfNG0zRnmaaZ6RvdNM01pmkaufj5Iot2nDJN8wnTNJuZplnBNM1qpmn2MU3zU9M0XSStZjr/\nsGmaD5qm2cjW/pqmaQ4xTXNhducqpYQNGyRXYOxYuPFGsWAsWlR87YmKgnfekZyDrl3hhhukba+/\n7sIG4cwPP4CXRyo3VFwvBfaUMskNN8j2xx9tO1QEL71s3Ah9+qSHXpqmiOBdu9oPef990SXuv1+M\nUzfeCFevykpiJzw9AYnYXLy4cOK5g4Jkfo6AAFb/1Y4+fcDnom0FQml0UVtChyWCl8Z7UBRFySOV\nKonOm157wseHZG9//vtbV/qGnqQbEVCnTrG2sSjINBlQoYKMB6ydL74Io0dLNEm9ejBvnv3YefPE\nrjxmjH1f9eoyMZydCJ6cDEeOiNXZRtOmGZzgwcHSOYiLy3iZEsOxYzB9uviKrLqWpik+no4dZZ78\nzBn5//aP52wSyKhRgMwfJCdnL4Jniljv00e2GomiKIpSaijTIriilBrmz5fO7vDhEnrbu3fx5oLP\nmye9wTfesO97913JIvjb36SH6Ybvv4f+gfupUsOr8NupFBuBgdClCyxbZtvRsKH8H1YRvGiIioLJ\nk0XAzg+JiZIj2q1b+q7oaIiPdxbBAwNlXmzjRrj7btFr33oLOnVyfdmmTWHo0Pw1zR2WE/xPz/rs\nv9qYgQORKBQo/U5wHx/5nFUURSknVKokYuWlS/Z9+yt05NiFajzQaoNMrpbGz/ZckikWxsNDZp8T\nE+U77o034LbbxDgzbhysXCnqrWnC3LkweLC9cIZFq1byHZ+Ba9dEEK5XD1GPU1LSneAgvzqJ4LVr\ny/b06QK734Lm1Vdle9118NlnsmJt3TpJiXnkEZlPqFEDpkyBZXtCWFN7LDRuDNhLMmUlgjdvLm/T\nkSMOO2vXFhOIiuCKoiilBhXBlfLBunXiYi6JWFEoI0bYiwGNGQO7d4vNdvJkEcWLMms5Olp6go69\nwTp14IMPJBz4P/9xedqhQxKXcGP1DRqFUg4YMUIcw2fOIIO15s0zhzEqBcuZM2LHbtFCJqY++CB/\n19u2Tex3DiL4li2ydRTBQcTv2bNl/B0TI8uO7eWmiw5LBP/1YmeAsiOCnzolI/TieFMVRVGKicpS\n2sEpCuSYjwiyzcxDIux6lP0ha6YCodbOxEQpXp2WJsHWvr5w++2iyC5cCJs3y5fynXdmvmiHDhKv\nmMG88uefsq1XD7vanUEEj4+XH0AqaIKtw1fyOHRIYk8eekiiTxITYdYscYFXqyZvl8X/PZpGfeMk\nT6f9izRTvm9zIoLbFstlXhA7YAD8+muJfW8URVEUZ8p+j0JRQMJsp051tpmUFNatE/Fj7Fj7Pms5\n44gRUqhuwwYIDy+6Nh05Yqs0l4E77oCbb5YlmS6cJUuXynbksQ8llE8p0wwfLgakn3+Gy5dh4qX/\n8I/fRhR7TdcyzZQpkkfyyCOyDHf37vxdz4XiHREhpn7H+log2uxdd0mxy+LUaYOCxOH1Y1xHqhnn\n6NAB+yRhaYwSsURw0DxwRVHKHZbweOKEfd8xz0YABF/aX+bzwC1q13ZhtA4IEHv40qViRunYUfZ3\n6CDGg2++gblzSfOtwH9O3ObsUraOu3RJcjwcOHlStlmJ4OBwWgl3gr/0kswNTJkiK9T69BG/zuLF\ncN99zgusKhzcyevmc2w924gFC2RfvkTwv/9d8uHcGIQURVGUkoWK4ErZ5+xZWLtW1Do3uXjFyvz5\n0jsbNsy+LySEr25dwr4nZ8Hx4+IQ37Ch6NoUE+NaBDcMCdyrUkXcqBnUzh9+gHYhFwi5uFuWbCpl\nmrAwGZt++aXUBpoROZC3Lj3Kc49fLu6mlU1ME1atgpEj4X//kxUiBw7Iuua8smWLLAe2XF6ICN6p\nkxTqKolYq72/j2lHf9ZKDHlpdoL7+dldjqVRxFcURckHjUTvdhJwjxkN8TGSqR1/oFzkgYMIsJYY\nm05AgEzyrlghxhjru8IwxN68Zg189RX/bf4JT73gx2efZTjfKpS5Y4fT7kwiuL+/02SDFQ+eXhyz\nBDvBN2+Gb7+Fxx6z9w8mT5b3MjVV3OFO/PIL4/mKRsEpzJ4tu6z3Pav/ajVqiKs801CyRQsZ83zw\ngb0voiiKopRYVARXyj7ff29fBljSohqspYwjRzrZFM6cgbsXjOLuNfdh1qkrUQW//VZ0bTpxwj4q\nyUitWhK8FxFhd5EiffTffoMbA1ZLL/G664qmvUqx4eEhbvDVq2VQ8MOrO5nEdP71nj/TphV368og\nMTGS3TlwoDxu107+Xg8cyPs1t2xxikJJTobt2zNHoZQkrHH6pWRfBprhkJRkH3iWRie1Ydjd4KWx\n/YqiKPmgYUPZOongafVp4HsKj7jYcuMEr1tXYkrSC4QCVypUJ3ZdlLjBR450PuH228E02XW+Ac/v\nkyiUDIZvyQT39oadO512ZxLBQ0Odlng1biwP03PBK1aUcUoJc4InJ8MDD8h9TJli33/jjeLcHjFC\n6og6sXo1ni2bM3K0F7/8IisZY2Pl69fPz/1rGYYY8V0Ox154QRz3775bELelKIqiFCIqgitln0WL\npKq5l1fJE8HXruXwmUqM//Ntjh2z7/75ZzF9btsmGj69e8Mff2SomFNInDghkwaunOAW48ZJh3jm\nzPRdy5ZJx/3Gw+/ATTdJgTelzPPQQ3D99eLEGTmxLh/wKLd1OMDTT8P69cXdujLG6tWytUTwtm1l\nm9dIlJMn5cdB8d61S4zlpUEEBxjIahl4/vWXrFDx9i6+huUHFcEVRSmnVKokLlsnETy5DsGesSK6\nliMneGqqs9n6X6fvo/21LaT5VoBBg5xPaNGCq+26Ms5jHtVretCxY4ZiliB98datXTrB/fxs5Xsi\nI+3Wbxt+flC/fobr1apV4pzg//2vpDN++KH8P7Lw9JQ5/nnzMpyQlCQxlAMHMmKEpJisXi0ieFZR\nKBY33CCvd/x4hidat4ZbbpEIy3Pn8ntbiqIoSiGiIrhStklIkPiAW2+VDl4JE8GPf7aKQcZqvl4X\nzPvv2/f/+KMIPc2aSZR5Wo9eojBv3lz4jYqJkW1WInilSpIP/s036VV85s+HhrUu0fnKOo1CKUd0\n6gTLl0v/n9q18Qyqzcct/gcUzX/XcsXq1fLB0KKFPG7WTAa4u3bl7XrWSg4HJ3hEhGxLgwgeWPky\nLdkvFbDOni2dUSgWlgiucSiKopRDQkLs3U+AY9dqE3wtUvq+5cQJbmn9VtFKgH1XG3OWWhzrdYdz\nsLWNN7otYU9aaz77zKBrVxciOEguuAsneL16YKSlQnS0Ux64RWhohuu5DC0vPqKjpeTTmDHi/M5I\n1ari13EiIkKs34MG0bevfPX++GPuRHAQs1ImXnxRzEqOAzpFURSlxKEiuFK2WbZM1srdfLMsCSxB\nIvipkykM/mYC57xq0bEjfP21OECSkyX6b9gwePllMXl+92dvyZ4oilxwy4rTqBFpadCrl+TsZeLB\nB6UjOXcu587BypUwtno4Rq1aUildKZ+0b0/VA5upUcO2LPfXX+GJJ4q7VaUf05T3csAA+5Jlb2/5\nXMurEzwiQq5hZYbadtWsmfUcWHFj1eca2OYMBthF8NIsIKsTXFGUckxIiL37mZICJ69UJzjFlu1R\njpzg4JwLfuyqfOHta3WLy3NW7qpD374izoaGQny8/DgRFganTjmp65YIzvHjMvBwIYI3bepCBC9B\nTvAXXxTH93vv5fCE5GSYMUP6UP374+sryY3Llsn7kRMRvGVLWVzsUgRv106WRs6YIf+JFUVRlBKJ\niuBK2WbRIunVdOsmYtHhw/krIleAjB+ZwIm0Ovz0ylaee076pr/8Ahs3ioF9+HAxVLduDS+95U9K\n27CiyQU/ckQE9/r1WbBA2vPlly7ets6doX17+OQTFi8ySUmBsUf+LcsBS2pFPaXwad8e9u0jtEma\nDJ5efx3eeadoonzKMgcOQFycPQrFom3b/DnB27d3CsGMiJCPS4do0BKHt7csfZ5y51HZkZgocSil\n2QlureMuzUK+oihKHmnUCI4elfne2FhIMz0IxpYTWI5F8KOX5XttX7WemY43TfH2WMlolo6dKRe8\nQwfZOrjB00VwS+V24wQ/c0bGJIDEoZQQJ7hpyphpzBiJbcmWqCiJlpwzR5w91aoBkhl+4kTOneCG\nISalcFs5kkw89JC8uUuX5up+FEVRlKJDRXCl7HLpkkzVjxkjom6rVrKs8tCh4m4Zly7Bmp1VeMxn\nOr0md2XECFm2N3u2OBK8vcWd4OEBzz8vRQc3Nh4n+RKF7S44cgTq1SPFw4epU8WgmJAgnU2Ls2dh\nx05D3OA7dzL/pT009jpKp2sbpFCPUn5p1w6SkmhS8wKHI1NhzRrZHx3t+vhr19IjdZQsyJgHbtGu\nnYze/vord9dLTYWtW52iUGJjZUDdM/NYu8Tx8MPQto0pD8pSHIo6wRVFKYeEhEg+86lTpNfISRfB\ny0kcinWblgh+9SqculwZgH0nqmQ6PjZW/AUtW8pjS8fOFInSvr1sbbngpplzEdzpelYcimnm8s4K\nnpgY+b/So0cODo6MFDf8oUOS3fjOO+lPDRtmPywnIjiI6z4x0Y0vafhwUeWnT8/ZxRRFUZQiR0Vw\npexy4ABUqCBRKCAiOJSISJSICEgxvejdNRn8/PD1Fe140SL56dfPbgwcOlScB+u8Bol6/scfhdu4\nmBho1Ii5c0V8nzkTKleGBQvsh4wdC126wE+17uGvgIaEn2zJ2AabMebOhb59C7d9SsnGNtgK9T3G\nseMGSWmesj+TNQkRv3v1goYNYcmSImxkKWT1anmfGjVy3p/H4phJO/YSntiN1C7d0/f9+KNsR4zI\nT0OLEEs4LktxKKX5HhRFUfKIFcEVE1N+RXAfHzFbWyL4iRP251wNXfbvl601vGncWLaZRPAqUXOo\n3gAAIABJREFUVeRJmxM8Pl78B+kiuJ+fSwU4kwheq5bYn0vAyr5Nm2Sbo0n7adMkCmX7dqkR5UBQ\nkCxshZyL4AMHyr+Vy0gULy8xCK1aJeK7oiiKUuJQEVwpu3TqxKXDcSR1t4myzZqJtboEiOAbVl3G\nII0eAyuk77v7brhyRQyzw4fbj61WTXSudXHNZEdhR6IcOUJycBNefhk6dpRIllGjRKNMTob16yWa\nuGJFuPVvFXlxzB5S8WLswtukWKZSvmneHHx8aHJ1H2mmB0dq25zGGUXwa9dklcbOnTISGzMG/u//\nZGSzZYvkVCpCWhrJv/7mnAdu0a6dbLOKRDl+XPJDbO6tn36CtsPqcx3hfBprt0EtXSpZl5auXuKx\nhOOzZ2WCUJ3giqIopRJLBD9yxC6CN+C4CLgVKrg7rcxRp45dBLfeh9atZeiS0YBtDWcsJ3iFCmJC\ndlsc0+YEP3lSdtWrhwi1oaEyPspAkyaydXKCQ4mIRNm4Ub4227TJ5sDTpyXT8Z57MpsIbFgT/zkV\nwQMCoE8f6Uu5ZMIEEcM/+SRnF1QURVGKFBXBlTLL779D1Vre/LLG5kT185MeXUkQwX+5Qmv2Uq1n\ny/R93bvbXReOIjiIuXrjdj+SGzQuXBE8KQlOnuSL86OJiYHXXhPN7ZZb4Nw5MaO++ioEBop2Wbs2\nTJ8TQGioPXJQKefYijWGxqwCIKrvfSLsOYrgqakwfrz8h/r8c9i2DR5/HN5/X2w93bvL3+q2bcV0\nEyWDxET44gsY0O0yfudiWR3oYpIpKEjE3yyc4Amvv88Hj+7nwZv/onNn2+fLpUs08T7G9G+rY5oy\nARceDjfeWLLzwJ2oWFG2R23Z4GVBBFcnuKIo5ZCGDWVrieA1Aq5SkcvlJg/com5de/1KSwQfOlTM\n145Z4SBO8GrVpE9uERrqRgQPC5MnLl50FsGjolxGoQD4+8sxTk5wyFtxzEuXHMLF88/GjZLm5umZ\nzYEffSSmi8mT3R7y4IMSE+5QIzxbhg2T4aTV/XCiTh0YPVr6t1ev5vyiiqIoSpGgIrhSZmndWrbr\n1zvsbNWq2EXw1FTYuCuAXmyw5/QhwtMLL0gsStOmzuf07Sv9xx2htxZuHMrx4ySnefDG5gF07Sq5\ndwBDhkg8y/PPi1D29NNiqFi+XPp6kyaVIuFMKXzat6fJgWUAHA4ZJIK2owi+YoXk6/zrX3DXXSR7\n+PJeo3cIqpHER4/skWD8atXg738vEdmTxUFqqvzd33svnDiWSiUuMmOPPfzSNOGRR+DHn4xsi2O+\nt6Auf+cDFi73JyAA/vtWErtTW/NU78388YfEM/3yiwjhI0cWxd0VEJZwfOSIbEuzgGzdi61Yl6Io\nSnkiIEA0VksED651RZ4oJ1EoFnXrZnaCDxki24zDl337xAXu2P/OKIJPmgSvvIJTccx0ETwgQXKy\nrTwVF4SGOqR65McJPnGiFDsqABITpcuTbRTK5cuyCm7kSGjRwu1hderAu+9KxElOGTVK3vcZM9wc\nMHGi5M7ktUBmUpLWy1EURSkkVARXyiz+/tCpkwsR/NAhyfUoJvbuhQtXfeldeVemzv0998C8eZnP\n6dNHtuvMPmI7SE0tnMYdOcI87uDI2Uq88IK9Y+3nJ33IbdtkkDJpkuxv3lySFp54onCao5RS2ren\nNqcJMBKJutYgswi+dav853rkESIiJNHjsccg2fTm6c9bc6T1cBHIN22Cr74qvvsoRubPl5XLn3wC\nh4Y/wXjfBXz/S0C6kWrtWjE4vfce8gbu2SOFfzMSGcmm+Ga0Zg9nG3Rkza8mk8PW4nPtIuMeqUpA\nAHz8Mfzwg4gQ/foV6W3mj7LkBB8/Xop1+fsXd0sURVGKhZAQBxE8KEl2lkMneFycdPOPHpVhguVQ\nziiC79+fWb8ODRWN+sIFMWx/+qn0I8xu3cU2/fPP6SJ4nZ0/Q0pKlrPfTqJ6fpzg+/bJEl3rxfNB\nRIR0d7IVwWfPlri0p57K92tmpEkTKTn1wQdw/ryLAwYMkH/MOXPy9gLPPSd9u5SUfLVTURRFyYyK\n4EqZpk8f6Sylr0Zr1Uo6FC7XChYNVppJr3aJOT4nKEgizdfFtxZ3QMY1kQVEavRR3mQK7VsmZSqO\nZ9WSeeopu/YE0qdWF7jiRPv2GECTmgkcjjZktHDsmH3yaccOaNaMNP8A7rlHXD0//CC7bdo45t33\nQNeu8MwzJaIIU1GSkgIvvyxZlxMmgBGxhfFhe7l61WDRIjnm3Xdlu349XGvZQRxPLlaJmD/9zBa6\n0b3NJYxDB2UgumIF+PhQaWgvxo2Db76B77+H668HX9+iu8984+0tDbac4KVZBG/RQiKBFEVRyikh\nIfbCmMF1beJfOXSCp6WJkH3smMTE1KolC50cRfCzZ0WLbtnS+Xwr2eTwYanlk5oq8SoH/6oJgwfD\nN9+wdatJ48bgs2yRvL9du7ptT2gonDpl64ZZInhenOBWlc+VK3N/bgasopjdumVxkGlKR6lzZ7uT\nqIB5/nmZbPjgAxdPenrCuHFSPfPsWfv+K1dydvH162UWZPXqAmmroiiKYkdFcKVM07u3aMZbt9p2\nWL3FYoxE2bA+jTrEEtItMPuDHejbF9ZH1yMNQ6pnFgKLllfgAC157kXPTML2jTfCd9+pTqPkgB49\n4O67Ce1UReabmjSRkZi1tnfHDujQgRUr4MABePNNMSIFB0sO/U8/wYJFHpIRHhcH//xnsd5OUTN3\nrixYeeUV8Lh0Efbto9v1VQkNFVPR4cMyadCpk4ynNgWNgapVZcIgQ3xM1MI/iKcG3e5pLjMMCxfK\nILR3b6hYkYkTZZLw9OlSFoViERBgL6JamuNQFEVRyjkhIdK9TUiA4Aa2neXQCQ7idTl2TPpFkDnN\ncf9++35HLBE8KkpS56xay6tXA7ffzuWYOMJXmQy/PkUE2lGjXBbFtLDiGQ8fRipvVqqUeyf41av2\ncwpABN+4Ue47y/Sw1avh4EEpuF5ITp0OHaTGyrvvipkjE+PHi6vh22/l8Y4dMllvuRnckZJij7gr\np6shFUVRChMVwZUyTa9esk2PRLEy4fbuLZb2AGxYl0JvfsPo0D77gx3o1w/OJ3qzm7bO0RIFxPnz\n8NrqXjT3OszNYzNXmvHwkAKZucnMU8opFSrAl1/SpF0AMTGQGtJE9h8+LBmJR49CWBjvvCPj27Fj\n7af+/e/QsaOMWxJbdZWQ/I8+KjfZiMnJUnw2LAzGjEFm8EwTo3s3xo+HNWvg2WfBywu+/lrMRuG/\nV4HXX5fAfsfB1ZUrbNksESndr68qH4izZkkRzeuvB+R1unWTMeKwYUV/v/kmIMAeD6UiuKIoSqml\nUSP7x3lw8wrS8cxYJKeMY2n+J0+6FsGteW5LBM/oBG9i625t2SK1Ph54QK6xejUwejS/eg3h6jUP\nRtTZJsrt6NFZtsdRVAfEDZ5bJ7gVgeLvD6tW5SvSMS1NnODZRqFMny59AmsZayHx/PPw118SOZOJ\ndu3k56uvxLEwbpys2svOiBUZKRMHNWvC4sVSFEpRFEUpMFQEV8o0NWtKB9GKIKFiRbFZWMvnc0hc\nXMFocCdOwNFYn0xFMXNC376yXWf0L1An+LVr8N//Ssd5z/n6vN58TvbV1hUlB4SGykqMExUcrES2\nyI491fqwahU8+qjzxIqXl9QxiouTLZMnyzrcL78s+hsoBhYskLfplVds5qUtW+SJrl0ZN04GwAsX\nwm23SSZ/t26ifTNxonymTJ5sHzCtWcPm5E4EVEgRt9jNN2eutIUY7j/+2L7SuVRhFZSsXFniURRF\nUZRSSUiI/ffgDtVFDBw1qtjaUxxYTvDdu0UHdRTB4+Pthup9+0RTbtDA+fyAAEk4mTlTtOZbb4VB\ng+DXXyGtclWW1Z9EReMS/aJmiat7wIAs22OJ6k7FMXPrBLeiUG67TRTj7dtzd74Dhw7BuXOy4NAt\nJ09KFsy990pRo0KkRw8YOFDK2LiMOx8/HjZvFgF8/35xLmQ3ibBzp2ynTrXnBSqKoigFhorgSpmn\nTx/YsMHBeBAYKAF3OSAqSvpQ9euLxpRfNmyQbS+viCwrlbsiOFiyAddWGFpgIrhpSszJk09KbN72\nWkO5peuxArm2oqRnUyYGgq8vh35PIHJlDCbw7towKlRw/XfVvTvccAP8+982N3j37qLUuir8WMbY\nvFnm6oYPt+3YskXeyOrVCQ2VtwLssUSDBkmtqfOJXhJMefy4feLgp5/YYvSgcxdDJrZuuklOCgwU\nd5KNLl3gwQeL7BYLFksEL8154IqiKIqzCB4MNG5c7orOBAbKLW/eLI8dRXCwm4j37xeTj6skk9BQ\nMe6EhMjKuoEDRUDfuROWXejLEHMFvnM/l+Vf2RQCsUT1fDnBLRH83ntlm49IlG3bZOsUY56UJEsK\nZ82Sx59+KoO+SZPy/Dq54YMPxOg9dqw0xYk77pB/0MWLZaljkybZj0F37hR3yIMPygD0668Lre2K\noijlERXBlTJP796SL7hnj21HUFCORPCVK0Wn/uYbMT5YE/P5ISIC/Dyu0b5Nap5ciwMHwi9JvUmK\nyqdQnZwMixfzzewkVq4UJ/iKL+PocGaV8yhEUfKB5SCKivbgWINedJz9GM3+dR9NPI/w1cIK3H23\n+wSLl14Sw9CHHyLZKJGRsHx5kbW9uNi/Xz530ge2ERFO1Z/efFNy0zt1kseDB8vcwNq1yIfdI4+I\nBax+fa7MWcBO2tO9p21pR3CwzHqNH59lBmipQkVwRVGUMkHDhrL19i539TDT8faWMUdGETxjSaN9\n+zJHoVhYBoRbbhH9deBAefzuu3Ai3p8RPqskd3rMmBy1KTTUQQSvXTvvInhYmKjyK1bk7nwHoqLk\nnqx7BKR/+N13Ukn8gQdgxgyJfLM6oYVMy5bw2WeSVf700xmerF9fJhtatxa7eE7ev507pTK6ry/c\neaf0fXPrvlcURVHcUkZGwYriHqsoeHokSmCgZC1kw7ffygr76Gi46y7Z5iPGDpAVgO099+DdoXWe\nzh89Gs6nVGLNobr5a8jChSTc9DeeuD+BLi0v8n9tVkvn1M8vPStYUfJL/frShz98GP7v4j9JS4Np\ngf+mTY046teXFQju6NZN3ODTpkHi0FtkjfB77xVd44uSy5dlRLdkifPA9sQJqY7lIIL37w8vvGA/\ntXt3WRIdHm7b8cEH4h4fNowdF0NJMb0cT4fvv5c3taxgieCaB64oilKq8fcXjbB+/bIzT5sX6taF\ns2fld2tioG5deW/eeAO++EK6BxmLYlo4iuDWuS1aSGFtgGHDDXEa33BDjtrTtGkGJ/iZM5mKcGfJ\n8eNSvDsgQMYYmzblOWPy8GH5/+GUcmI17uabxQUeGwsPP5yn6+eVsWNlhd5770k3y4kFC8TQ4O+f\n/Wpk00wvHg9IjEpqqoj8iqIoSoFQjrsYSnmhYUOoV8+hOGZQkMzCZxOtYBVeqVPHIdv4RN7bkZYG\n27el0TF5S67zwC2uuw4q+iSxKGGgxB3klZgYpvIqp1JrMH3/ADyvHywd1AyuU0XJDx4eUuhqzhz4\n/lR3XvZ8nSfPTuGHB5cRFZV9vauXXpKB4IczvOGhh8Q9dOBA0TS+KNm5Ew4f5sLCVZw86TCwdcgD\nd4ePj9QLCA+X/ND9++Fs464wbx5b3lwNlPE/aXWCK4qilBlatCh3tTAzYRXH9PeH6tXld8OQaOia\nNe2pIu6c4PfeK6voHLsOlhu8SxcI+vhlWT5WuXKO2hMaKrrypUuIEp+SAufP5/yGTpwQ5RqkHklK\niq1SZ+6JisrgAgdRxkGqU37/vcSOFEOl77ffln+vn3/O8ISfn/xjQvZO8Lg4mWSwRPB27WTcGhFR\nKG1WFEUpj6gIrpR5DEPc4GvX2nTvwECJAzl3zu058fEiJlmFV6wOV3phmDwQEwMXLnrQke15FsEr\nVIBhHU+xhNGkRsXkuS17d6XyAY/y8IMpdHqyv0QobN0Kbdvm+ZqK4orQUPjzT2hb9yyTU94WR0tY\nWI7O7dZNTEPvvAPX7rSN+jKNLkoWiYkyAD1+PBcn7dgBwIFN8pmUPrCNiBCV2xoMuWHwYJkb8PcX\nAb1xYzENbdnuTXCwfUBdJlERXFEUpczw1VcSLVGesYpjBgc7R6J36yaZ2B9+KPVArJWurs5/+GHn\ncwcNku2IEYgQaxUYyQHp9V0OY6+gnZt4DkcRvGdPKcj50085P9+Bw4ddpJwcPgxVqogCfeONYsf2\n8srT9fODt7ckSh7LKrEyMFCy/lJSXD9vZW869vtatiybBhBFUZRiQkVwpVwwerRMroeHYw8azGI5\nmmXA7NlTtpYrJX05YB6wirnkRwQHuGlkEqcIYvPyXLgwMrB8V13S8OSFV3wkGuH996Uan6IUMM2a\nyfbjyYfwxtbpz0bUdeSZZ+RP9es19WREaP1xllBWrZKlyh9/nIuTtm8HYH+0FKhKF8E3b5b3KpvC\nVXfdJUb5l16CL7+U6MmxY6UOU5l2gYPGoSiKopQhGjSQ1ZvlGUcRPCOeniJwh4fn7mtv6FApRH7/\n/blvjyWCR0UhAjrkLhf8xAn5hwWZ2L/+eli2LHeRKsgC2NOn3TjBQ0NLRBHVBg2yMUFY75+7SQRL\nBHcoXp4ugufy/VIURVFcoyK4Ui4YPVo6i59+iszCA/GHzvL2264N4Rs3SpRDly7yuG5dWc2WHxF8\n+3bwNpJp0zTJvr4xDwwbVx0frrFohX+er7HjzyDq+Z0tt4WHlKLjqadEGO450jZaq1JFMlJyyIAB\nYhyfNg3SunYv8SL4hg2y/e67XIxXtm+HChXYZ7bA2ytNXE6XLokI7s7q5UDt2vDRRyKC3323rHp5\n4gmJcBowIM+3UjpQJ7iiKIpShshKBM8r/v4yOZ+XCQYnETy3TvCkJHEyWE5wgJEjZYmgzQCQU6zU\nk0xO8KioIiuCmR3BwTlwgoP7SYSdO6FxY+b9VIUnnrDta9ECEhKyzhJXFEVRcoyK4Eq5wNdXxKEl\nS+CMj/QAJ/+3Ac8+K27v6Gjn4zdtErO2pa94eEj/Kj9xKNu3m7T12IdPb/f5vjmhcsNqDPZay+Id\nIXk2Bey80Iiw2rH5aoei5IQ6dSSug5AQcel06JArt45hiJC+fz/8XPk2OHKkRA8EfvtNPi8iI2HX\nrhyccO0a7N0Lt9/OflrSrGa8rOJdu1YGj3koVOvjA//5j0QwTZyY69NLFyqCK4qiKGUISwS3imIW\nN5Ury2R7npzgJ0/K1iaCR0ZCyAvj+IEbxQ2eCywR3MkJnpICR4+WGBG8QQOp+ZmQ4OYA6/1z14/d\nuZOrbbswebJEAZ45g4jgIB1hRVEUJd+oCK6UGyZMkCjw2avrs5a+zF7fiJtvln5I9+5iugSJLN6y\nxZ4HbuFUHR2JnAsNdVEF3AWmCdsi0uiYGgG9euX7Xm6qu5mYCzX544/cn3vl3FUOpDalQyN3PTRF\nKQR8faUg0qhRuT711ltlYDFth62yUwl1g1++LLFH994rQviCBS4OSktztgnt3SsfTEOHst+rLS29\nbR8yK1ZIEYAcOMHdERIi7SjTaByKoiiKUoaw3NolRQQHGe9ERpJ7J/iJE7KtX5/ERLjpJjh63JM1\nde6ApUtz1QZrDOakdx87JkJ4CRHBLfe+20iUrJzgiYkQGcmXaXela+Th4dgz8jQXXFEUpUAo68Nj\nRUmnVStxfc/8ugIPM52Glc8xe7a4vitVkmIxp0/Dnj3SD7HywC1CQ8WFkJYmj7/+Wh6PHi35u3/9\n5f61jx2D+ARPOrGtQETwG9sfxZskiXfJJXvWnCUVL8LaJOe7HYqSK5Yvh8mTc32atzc8/jis2VGV\n7R6dS6wI/vvvMhYbMwb693cRiZKYCLfcIiPbjRtln60o5tXWnYhOCaZl4u+yf8UK6NdPcpgU91St\nKltrYKkoiqIopZiwMJg5E26+ubhbYic01CZC+/hIrF1OneA2EdysV58JE2DfPqhWDQ5W7iyugdic\nr0o9fFg0+EqVHHZaynimoPDiwYo+dyuCu3KCnzsH//sf9OhBqmkwbVt/OnWS92nVKmRWpGJFFcEV\nRVEKCBXBlXLFhAlw8KDBPlrxfucv8feH5s3hhx9k+drjj4soDq6d4NeuSX8uIQG2boV//ANef11i\nVp591v3rWrF3HSsflhfMJ7Va1uQejzl8+qlJXJzDE7/8Yi+q4oadGy8B0KFb1sX2FKUk8be/yXZ5\n4D0lVgT/7TfZ9ugh7vWDB2VSjZQUOHRIJsC+/15c8TNmyMHbt0OlShxKbkQanrQ6t0GE8YMH8xSF\nUu4YNQrmz7cvF1YURVGUUoxhyHjFP++lfwqcpk1l/HPpEiLk5lIE/2h5Y779Fv75T4nIO3TFphb/\n+GOO2xAV5aYoJpQ4J7jbXPDKlaUP6Pj+jRwpA1B/fxZNWkVUbEWmTJH3aeVKMDGkj6NxKIqiKAWC\niuBKuWLsWJlZH1V1DSN9VqTvb90aXngB5s2TLN3AwMy1+xwLw6xbJ47wIUPg+edF8FqyRLQuV2zb\nBp6k0LZX5YKpXt64Mc+mvUlysrQXEMvpnXfCK69keerOHVCZBEI6a4auUnqoXl1WhG707ieWa2tJ\nRgliwwb5LKleXdzgHkYa33V8U6zszZtLbuVPP8E994hwm5AggndYGPsPytdxS/bLKBFUBM8JFSrI\nB3BBfK4qiqIoipKJLl1ku2EDEj8WH5+zE0+cgMqVmf+DH2FhYhhq3hxiTvqQFByaq0iUw4ddaN2H\nD4uobAWpFzN16oCnZxZOcMOQSQTLCZ6cLMaOJ57A3LyFt34fSNOmssr4uuskUv3AAaQD7M4JvmqV\n5PEpiqIoOUJFcKVcUbGiFKub1/09nC3U4upu00ZE7p49M2sq6SL4q1/z6w8X8fW1u8VHj5Y4FCvh\nICPbNyfRin1U6NulYG6kcWNCOcwdA08zfbotiuXIEXEWZJXLAuyIrEgHduIRXD/L4xSlpNGjB2yO\nb4p54UKBLAtNSxND9qVL+W9baqr8/ffuLY8DA6Fv1d18xy2YL78iFY62bxdhe8IEuHJFMpX++AM6\ndmT/fjAMk2YcgkWLpIiUupsVRVEURSlmeveWJJTwcCSG7Pz5nJ14/DjUr090NLRtK2OrZs0gNdUg\nus89csErV7K9zLVrcimXTvDGjUtMARRPT0kvcesEB2cnfXS0OKjat2fLFjFNPfWUXOe66+SQlSuR\n/uDx4xKr50hUlDiy5s4tjNtRFEUpk5SMbwxFKULq14cK9apnqszt4wOzZknHo39/F+cFpeDrkUTk\n2lhWLz5Pr172uN6hQ+V8V0UyTRO2bTULLA8ckA4fMKXPb1y6JFFy6ZU9be6Mc+ekb7Vnj72vmpoK\nu2Jr0cH3gMwIKEopomdP+CvRj0iaFkgkyrp1MHEizJnj5oA//hBLd4bPClfs3SvG7vQ/cdPkzmuf\ncyClKVuunypLXW1/t3TuLKPB114T905YGPv3Q6NGBhWaBcuHxvXXq7tZURRFUZRip2JF6YO5E8Fj\nY2H9ehcnnjjBtbqNOHnS3gWyUiEPNr5BBHCXJzoTEyNdo0xOcJcZKcVLcHA2InhgoL1faRk6WrRg\n5Urp9t1yi+wKCZEYmlWrsJsiDh50vpYVgXnyZAG1XlEUpeyjIrhSPgkMlFn4DJEKXbtKf+qhhzKf\n4vHyVJqkRbK5wgD++KsBA3vYnQuVKkl225IlGQrhIXnjpxN86e7xu4hfBUFICFSvTuvopdx0E7z3\nHlxev02ei49nzx6oWVM6i23biuvi9GkxTFxK8SWslrt1eopScrFWXmysMLhARHBr5YY1f+TElStw\nxx3yR/3RR9lea8MG2VpOcGJiuP3yLCr6JjNzZoaDDQPuv9++GqVjR/btk+K96WuONQpFURRFUZQS\nwuDBkuB21q++OG0cuOsuGDYs8xiIEyc4WqUdpmmPmWzWTLYHfdpKlMny5dm+tsv6l6Ypbp8Skgdu\n0aBBFnEo4OwEt0Tw5s0JD4eOHSVSz2LIEFizBpKatHQ+3mL3btnmNKNdURRFURFcKacEBYkt2kV0\nSEiIRPg6sWwZvPkmocHJ/HZFhOwB5xY5HTJ6tN15bREXJ8kHYRUPcW/n3ZJfWxB4ekrPaPlyHpqY\nRkICrAy3uUbj4/n2G+mFzpwJn34qfdVnn5XOK0CHkISCaYeiFCEtWogBaVP1YYUvgj/3nBQhCg2V\nzJTk5Cyv9dtvEkkZEmLb8fvvVCKRO244zzffSOFdkIK6/fvD6evvkuUjfn6khLbg0CGJfGTIEKhS\nRUabiqIoiqIoJQCrW7L6fEdxgtsU73XrYPVqSepwSppMToa4OKL9WgF2J3jVqqIDHzriA/365UgE\nd1n/Mi5OVtOVMBE8OFhEcLelaywjlmmKqB0URKJnFTZtytz1u+46iezbdCZUxn4ZRfBdu2SrIrii\nKEqOKTYR3DAMb8MwehmG8YBhGM8YhjE1Jz/F1V6ljBEYKNscxBwA8MQT0K4dTce0AaCixxW6LJ3q\nVAlz5EgxeC5ZIo9NE+67DxITTb5OuhWf3l0L8g4kg+XUKfpV20W1aiaLotpLPsu1ayxeZNKnjwjw\n998v+XJffAHTp4M3SbRqnlqwbVGUIsDDA7p3h01JnWS2yV0l2hxgmiJ+e3nJ6lKnGk+rV8O778Ij\nj8g2Ls7+h+2GHTtkJUl6gsnWreDjwwNPVeXyZSm6e/Ei3H47rF0L3/1SXT4ghg5lwxYvkpJsJvC7\n7oI//5QKvoqiKIqiKCWATp1kjj48tpX0v2zFGF95xX5MdLTDCX/+CaZJDGIBt5zgIJEoBw8iq972\n788mP0RE8MqVoWbsLlkWuGuXG2W8+GnQQPR/t7p07dqQlCQZegcPQosWrF8vb2lGEXzAAOn7/rrB\nR2YR9u93PkCd4IqiKLmmyEVwm/j9MvAnsA74GHgTeCmHP4qSf4KCZJuhOKZLjhyByEj0TMZUAAAg\nAElEQVS4/35CW3gB0LdDAt7Ho51CwIOCpF+2aJE4TB95BH7+GaY1nUFL9sP48QV7D0OGAOD9y3Ju\n7HGGpeZwkvoPIZJQ9u73YMwY+6EvvggNG4r41pq9+ISUjCrqipJbevSAPWeDSEjxz2a9adZERspC\nkNtuk8fpxvJdu2DcOFmv+/bbMtkUEgIffuj2WqYpHxOWywmA33+HDh3o0tObtm1lVcZjj0muZa1a\n8jnB9OmweDELF8r81Q03ICp6Qa0YURRFURRFKQC8vESUDY+2qdnnz6e7wK0YSScR3NZHi75aF19f\nqFPH/lTz5nDoENLHAlixIsvXjooSrduYOUMcDCNH2pfzlcBMcMhC13c0Yh04AC1aEB4uyTAZS0dV\nrizXi4xElgs6OsETE+0TATkxde3cCQsX5uZWFEVRyiRFKoIbhuEJLAVeBKoBRi5/FKVgyI0TPDxc\ntoMH07Sp/DrwttpiaXj1VSmeZ2P0aOlj9OoFH38M4zvu4+Hdk2DaNAgLK9h7qFMHOnSA5cu5uc4m\nzlONNY3vYzFj0tti4e8vueEAHdgp1UEVpRTSoweYpkEEXe2d/zxgjZ3+7//EZbN5M/K33ru3LDld\ntEj+cDw9ZXS3dq1Uv3TB2bMSId6woW1Haips2wZdumAY8MAD8vDzz2HKFHm8dq2I8Glp8lLXXw8B\nAXm+HUVRFEVRlEJl8GCIOVuZaBphxp/j5ZfFBPTGGzKH7ySC2/poMRdq0KiR9LUsrFpF5+u0FOt0\nFpEosbGwbx+ENjFh8WIJzj5zRmLrPDwcOl8lgwYNZOvWp1G7tmz37pW8SlseeK9erj0QjRqJgYIW\nLUQNt1ZBWn3S+vVz5gR/5x34+99zcyuKoihlkqJ2gj8IDEEE7VTga+B+YCgwIAc/A4u4vUpZJTdO\n8PBwCftt2ZIePeDBB2HcXR7w1ltiTejQAQYOhB9+YMK9qTz3HHw33+Ts/NXM2dUe4+abC6/TMXQo\nbNjAdcdmUdG4xKJjnVnCaMKaXszUJ7zxRvjgsUie4L8qgiullm7dwDBMNtIzw2grd2zaJLmUnTtD\nmzaweekZsWKHhIgi3rq1/eD77hOLjpsCmUePyjb9b+7gQXHo2Arhjh8venqXLvDSSzBmjOjky5aJ\nA/3kSbjlljzfiqIoiqIoSqFjxXW8yGt0HduQX3+VmkNVq8rQwqlbtm0b+PsTfaaSUxQKiBMc4FCk\nIWOZ8PBMtVe2bhXjQ7160s/qUfeoKOJPPAGzZ0tHKjhY6quUIHLsBF+3DoDTQe3YtQsGDXJ9eLoI\n3rKlxKjs2ydPWHnggweLmJ6UlHXDEhIkYFxRFKWcU9QiuJUHkQj0Mk3zLtM0PzdNc6Vpmmtz8lPE\n7VXKKpUri6iVnRM8LQ1++UU6GIaBvz988oltSd+tt8KJExKZEBUFo0ZRrXtz/pn0NLe80pbqtw4S\nVWzWLIeg4AJm6FBIScFv1VKG19/F/HWBbKY7Yzq5th880iWCtuyx2xQUpZRRubKI1puMnvl2gnfv\nbs8Z37LLj7TGobB+feZJopo1YcQIUa1dkEkE37pVtl26ABLvvW2bjPG8vSVXs0EDcYAvXCj7RozI\n860oiqIoiqIUOs2aQYPAa8xlHJcuiTfA8vk0buxCBA8LI+aI4RwXh10ET88Fv3AhU8Hz55+X4dVr\nr4npebLvR9JhGj5cnAMzZsAzzxTaveaVatXE+JCtE3ytyBqrz7QF3NdDb9RIPFtX+l4vndbvvpMn\ndu2CSpWkIA3IssSsuHAhPcddURSlPFPUIngrwAQ+Nk3z9yJ+bUWxYxjiBs/OCf7HH9KpcNczqVYN\nnn5axLhvv5Ww32nTpFMyfbqIYVWqFHz7LXr0SM9QuKl/POcueGHiwZiWB1wfb/XI1AmulGJ69jTY\nbPQg7XBMns5PSJABVY8e8rhHg+MkpFbi4E1T3P+9duoktp4LFzI9lUkE//13qFhRlq7aaNFCBHyQ\nj58xY2DlSpg/Xz5eqlbN060oiqIoiqIUCYYBSz45za/0Z+/rS3joIUmNAxHB070JKSmwYwfnWvfm\n/HkyOcEbNZLzDh5ELNCenlJIycbFi7BmDdxzD7zwArRqaYprYNAge4fpgQfsYeQlCMMQN7hbJ3jN\nmnLQH3+Anx/hO2tSpYp0M11hvXdHrtWRlcdz50oxmt27xRVirW7OztiVkCD/Lhkc94qiKOWNohbB\nvW3brUX8uoqSmcDA7DsMVh64uzVqFt7eMHasZCxcuCDbSZMKX9ny8Ulv27C7a+LjYxJKJK393Dhk\nT5wQ4b5ixcJtl6IUIj16QEJaZfbvM3N8TkqKbbCFmI1ME3r2lMfdI78CYFPQGJKSxHU0erTkM/bo\nYYtabNNGDt6zJ9O1jxwRgTv9z/3332U0Y40MXXDTTXD1qsxL3Xxzjm9DURRFURSl2OjYqwL9WYuR\ncN5pf+PG8OefNrPxgQNw+TLR9fqkP+eIj4/sO3QITidV5brKm3l+ej3pnCEmgaQkqX8JiOs5OrrU\ndJgaNMhCBPfygho1wDRZHDiJed8YXHed+y6jJYLHxAB33invQ0SEvCft2tmd5dnlglsmDnWDK4pS\nzilqEdxaGORbxK+rKJnJiRM8PFyygevWzfl1K1XKX7tyy733QocOVOrdnrf+BW94TsU4F+/62OPH\n1QWulHosB/emI0HpA6bs+PxzcWMPGQJz5ogJp2tXICmJZsv+S1XvRL5fXYn+/WHqVFmC6+0t8eDz\n5wNtZbmqKxH86FFxgRuGXI+dO9OjUNzRu7csHPH0hFGjcnzriqIoiqIoxYe1Yu58ZhEcxBjAtm0A\nxFRuD2R2goNEokREiOEg/Fxn/nPuPk5/vwmApUvFs9Orl+3gRYskCuTGGwv4ZgqH4ODMcSjJyWJc\n/8c/YFmFW3mFqdx09B3atIH33nN/LScRfMwYmUGYNk1ywNu2VRFcURQllxS1CP4TUhSzexG/rqJk\nJjsn+NWrUrTEXRRKSWHUKNixA/z8eHyywa01f4V4NyL4iRMqgiulnqZNoYb/FTZeCZNBQA7YskUy\nGrdtg6++knFD5crADz/gEX+Wbu2u8sMPYqz59lvRutesEeF8yRJkRBMQkKUIDsgFrl1LL4rpDk9P\nePJJGRDVrJmr21cURVEURSkevL3/n707D4+qPPs4/n0S9i0hgQBBCIRFEFxQkCruCyrWKmqt1qXa\nWvtqbbVVa621+Nq61NbXLrbV1lq1aqvVVutWcauioogLIsoOgbDvEHaS5/3jnsNMJpNlksmsv891\nzfXMnDnnzJNJ0OR37rkf+32onhB84UKsHWTnzizcYUVEsULwoUPt96f16+Ev9+5kJx24b9Jyqqvh\n+edtrfI2bbBw97HH4Mgjw4FvmuvXz+qsdu4Mb3vvPbj3Xvj5z+G0pb/nZv6Xiw74mDfeCK01VY/e\nvaFDh9D7WlhoPdGffNKeVCW4iEjckh2C/wrYBHzNOVfe2M4irap3b1izxlYXj+WddywIT/cQPFpR\nUewQfPduK8/QopiS4ZyDw/bbxFQOa/LimDNnwtixtvstt9gNsIVr+/XjoquLOOIIq0o655zwcRMn\nWhi+fmOefSqksRD81VdtPOaYRud0/fXw2982afoiIiIi6aGwsE4RQp0Q/OCDWVSRR3Fx7OVWzjwT\njj3W/ty6+FvtObnfLH7/yTimvFjF2rWhVijPPGPt6JYutcqBDNG/v43BmjFgdVVgbVJeP/YWXuRk\nHvzBZ3To0PC5nLOLCIuCZXC++tXwk0FFR7t2DYfgu3bZ37SgEFxEcl5SQ3Dv/VLg3NDDV5xzhyfz\n9UVq6d0bamrqX037lVesBOHoo5M7r5aqLwSfNMm2n3pq8uckkmCHHQazGc76TyoB+9G+6abaVTeB\nmhrLrvff3/5uu+mmUAuSzz6Dl16Ciy/mqxfkMWUK7Ldf7WMnTrTrZM89h51g5sxaLVg2b7ZiqFoh\n+IgR4YWKRERERLJJYWGdSvCePW3JoYXza6wt3OjRLFwYuwocrNXJa69ZWxSAq65rx0r6cPmlu2nT\nxnPyy9fYAi19+9rH+PY2CE9/wZozr70W3vbmm5bn9+sHx+y/jpN5CTd8WOwTRKkVgp96qrXe7NfP\nvg/ONf7p5shF3RWCi0iOS2oI7pz7CTAWeBkYAExxzk13zt3jnLvZOfeTxm7JnK9kueCzZzNnxn7+\n5ZfhC19Ifo/vlooVgr/+OtxxB3zjGxnTT0+kIYefYmVF706xVe7vvht+9jOYMqXuvgsX2u/8BxwQ\nsXHbNvjKV6wXyRVX1Ps6hxxif389/TT218vatbWqbYIqn7IyLIF/663GF9IVERERyVQxQnDnrBp8\n4SdVVnV8yCEsWlR3Ucz6jL9iMPu2X8TsVd05stOHFD7wf3DttdZHZMSIVvgiWs/QofZ1P/+8Pd6z\nB95+G446KrRDeTl07Gg7NkGtELxjRyts+va3wzuUlDRcCa4QXERkrzZJfr2bgaCEzmP9wUeFbk11\nS+O7iDTB+PG24OWNN8Jxx9mCK4H1663qYNKk1M2vuYqKYMaM8ON16+DCC62R8q9/nbp5iSTQmKM6\nks8eps7oyPE74Y9/tO0LFtTtYBRc5wrWtgTgqqusPPw//2mwajsvzwqRHngAtl16IJ3AjuvVCwgt\nAEUoBJ86FbZvz7wWSiIiIiJN1b173ZUfgUGDYN40azNZPWo0ixdb25OmyMt3fPf0JXz7iYGctv0J\nW6Alsj9dBnEOJkywjns7dtjvoVVVER8u/ta3rLK9S5cmnW/gQNi0yTrQdO9O3dYwCsFFRJos2T3B\nwYLv4Bb9uLGbSOJ07gy3325NgB97rPZzr79uLQ9OPDE1c2uJ6Erwn//cPiL3t7/Z1yySBTp3hgM6\nL2BqRSlPPRX+3X/hwrr7zpxpf5DsLSR67DG4/3740Y/gpJMafa0zzrBse/Lqg8InDAkqwQcMwFoo\n5ednXgslERERkaaKUQkOoUrw1Z3xXbqyrNMQdu9ueiU4wCX3HMJPD3+RS16/KGMD8MCECfa74xtv\n2A0iKsE7dIjrjQlayuytBg/x3q4VbCosUwguItJEya4EPzbJryfSsAsusJXpfvhDa/4bhMQvv2xt\nUMaMSe38mqOoyMoNdu+2FdxnzrQS2IMPTvXMRBLq8L5LeGjeYVT9xj7o4FzsdTJnzrS/NfZeA7rj\nDutz8r//26TXOfpo+3vv6f8WckbPnrUWx6yosL9lSkqwfuBjxtgiRSIiIiLZqIEQfPuedqwceQJz\n5uXt3dZUHXt24cdvn5KoWabUMcfY74cvvGDh9dChzV8uJjIEj/xz7v334dxz4e5jT+HqVQ9YKu5i\n1A0qBBcR2SvZC2O+0dJbMucrOSAvD371K1i2zCqmA6+8Yr+9tG2bsqk1W/fuNgarti9YYJ9PFMky\nh43YRJXvwnvvWVvvwYPrrwTf2wqluhrmzrUWSG2adh24bVur6HnhBfAj968TgvfvD27zJvtrRK1Q\nREREJJt17279OWpqam0u72urk7/b63QuvxyKi3O3BqdjR/tV87nnbL2avVXgzRCE4NG/4/773zZ+\nunUg7NpVO+yOtGlT+L5CcJHatm6Fiy9u+NMUklVS0Q5FJL2MGwfnnWch+MyZdpl9wYLMbIUCVgkO\n1hKlutqaFg8enNIpibSGww+3apdOHWu4+GKrNlqwwAphAtu3w7x5ESF4RYUtYLnvvnG91vHHw5o1\nMKv0RAvBQ3/4VVSE+oG/8Yb9e9OimCIiIpLNCgvtl62o0LV800cAXPjS+SxfbgFw8GdJLpowwYLr\njRtb1imvsNBu0e1QghB81rpQiXl9IZ4qwUXqN2MGPPSQtcOVnKAQXARswcjCQltA8oUXbFumVnRG\nhuBLl1pbFFWCSxYaMLYXQ5jLN8cvobDQfsw3b7a1YAOff2559d4QfM4cG+MMwY87zsbXq4+yioFQ\nM/DFi0Mh+KuvWtnPYYe16GsSERERSWuFhTZGtUQpmzMZRw3bd+Xz+OPwhS+kYG5p5JSIzi4tqQQH\nqwaPDMEXL7barc6d4bMVhXhQCC7SHFVVNkauqSZZLeUhuHOuv3PuJOfcuc65i1I9H8lRPXvCfffZ\nlcDrr4fSUhg2LNWzap7IEHz+fLuvEFyykBtUziccwF0nvAiE+05Gflw0WMOypSH4gAH2B8hry0P/\nXfj0U7Zvt7839obgRx4J7ds362sRERERyQj1hOAd3nqFb5f8g4cecpx2WgrmlWbKy+3PyQEDrHVe\nS88VGYI/+6yNl10Gm7e1pZJ9Gg7B8/Otv59CcJHatm61MbKKSrJaykJw59xlzrnZwCLgBeBR4C8x\n9vuRc26yc+6BZM9RcswZZ8BFF9l/CE84IfbCIpkgMgQPVglUCC7ZqE8fOnTMI3+RXewJfswjF8ec\nOdNy6b0dgebMsV6WPXrE/XLHHgtvfNKdatcGpk1jyRLbPqBwI8yapVYoIiIikv2i1x8CC1fffZff\nfu0DLrggNdNKR/ffD3/+c8vPM3CgVX8Hbdj//W8L2M84wx7PYgSsWmUPPvhg7ycWAQvBCwqgUyeF\n4CLRVAmec5IegjvnujjnXgb+AAwBXMQtlneBE4CvOedGJGeWkrN+/Ws4+WT4+tdTPZPmiw7B27WD\nvn1TOyeR1uAcDBkCs2cDsRcOmjkT9tsvYg3MuXOtCrwZF7mOOw42bHTM2P8C+M9/9v59UbZqmt1R\nCC4iIiLZLlYl+NSp1oLxmGNSMqV0NW5cuKVeSwwcaEvavPGGrXP5xhtw2mn2Oy7AZ+xnleBbtljV\nxo9+FD540ybo1k0heCL96Edw0kmpnoUkgirBc04qKsH/BhyPhd6LgNuBe+vb2Xv/GrA89PCLrT47\nyW2FhfDiiy1bvSTVCgos4AtC8IED7SNwItlo+HBr/I39bt+nT91K8L2tUMAqwYcObdZLHXusja+V\nng/Tp/PJ21sA64FJUREcdFCzzisiIiKSMWKF4K+/bn9vHHlkauaU5c44w1qijB9vtVq7d8OXvmQf\nbCwpgVntDrYQ/JFHLAhftix8sCrBE2/GDPj441TPQhJBleA5J6khuHNuAnAq4IGHgGHe+xuBlxo5\n9GUsND+idWcokgXy8uxjikEIrlYoks2GD7fPh27fDtiPexCCL1kCK1ZEZNNVVfZHQZz9wAOlpXbo\n61VjWEA5/3tnB446ytNv6hOWkOtik4iIiGS7WO1Q/vtfGD0aunZNyZSyXWkpTJ9ui23+859QXBxe\ni33ECJiVN9Laofzud7Zx5crwwZs3qxI80TZssItA3qd6JtJSQQiuSvCckexK8GDhyznApd77PU08\nbkZoHJ74KYlkoaIiheCSG4YPt19AQwtelpeH26H88582fjH4DNHcuTY2MwQH+0jrmx9346tt/0Gb\n6p389ZbFuMqlaoUiIiIiuaFrV/vUaVAJvnUrTJumViitrHt3ePpp+P3v4Z57wrUXI0bAZ7uH4Ce/\nbGvU9OwZ7g8OCsFbw4YNsGvX3iIcyWBBOxRVgueMZIfgh2FV4A9776vjOC74r3ivxE9JJAsVFVko\nWFWlEFyy2/DQtdFQS5RBg6zYe8cOeOopa4UyZEho31BQ3tIQvKrKMW33wfyp7RX0n/m8PXHCCc0+\np4iIiEjGyMuz9hpBCP7OO9afI+gbJ60mLw8uvxzOPTe8bcQI2FLdmaWbu1lSfuml9r3ZudN2UAie\neMGnICI/DSGZSe1Qck6yQ/CS0Dg/zuN2h8Z2CZyLSPYqKoJPPrH7CsElmw0dan8RRITg3sO778Lb\nb8NZZ0XsO2eOVS4NHtzslzvmGGjfHr5x/CLO3vZX+MUvoF+/Fp1TREREJKN07x4OwV9/3VYgHzcu\ntXPKUSNG2DiLEfCNb8CAAbZh9WobtTBmYnmvEDybRFaCq71NTkh2CL4jNLaP87jeoVH/lRFpiu7d\nYU+o25BCcMlm7dtbD5RQCF5ebpv/7//s95gzz4zYd+5cKCuDDh2a/XI9esDs2XDfE0X2B9+SJdYK\nxbkWfBEiIiIiGaSwMBwA/ve/MGYMdOmS0inlqv32s3GWG2ll4r1CH54PWqJoYczE2r7dWqGAQvBs\nEFSCV1fbvxXJeskOwZeHxhFxHndUaFyYwLmIZK+iIhudg4EDUzsXkdY2fHitSnCAZ5+1NigjR0bs\nN2dOi1qhBAYMgPyiAjgitFaz+oGLiIhILikstErwqip4/331A0+h4mLoVVLDrC9eb9UgvUP1g6tW\nWVi7Y4cqwRMpMvhWCJ75ghActDhmjkh2CP4G4IDznHNtmnKAc24QcDrWS/z1VpybSPYIQvC+fVtU\n9SqSEYYPtyrvPXvo2RM6d7bNZ50VUaDtve2TgBB8rzPOgHbtFIKLiIhIbglC8Lfftk+fqh94So0Y\nmceslT3sQWQl+JYtdl8heOJEBt9BSyDJXEE7FFBf8ByR7BD84dDYH/hVYzs750qAp4C2QDXw59ab\nmkgWCUJwtUKRXDB8uC3ItHAhzoV/7Gu1Qlm+3K70JzIEv/JKqy7v0ydx5xQRERFJd927Wxj4+uvQ\nti0cfniqZ5TTRoyAjz+2+ozv/HwfPmSUheCbNtkOCsETR5Xg2aWqyvpdgirBc0RSQ3Dv/bvA41g1\n+OXOuZeccycBBcE+zgxzzt0AfArsj1WB/8F7r3YoIk2hEFxyyfDhNoZaoowYYZ8GHT06Yp85c2xM\nZAienx9efEhEREQkVwSV4P/9Lxx6aPhjeJISF18MJ54ICxbAvfe34bY2P4GVK8M9jiNDcC3+1zIK\nwbPL1q3Qv7/dVyV4Tkh2JTjAN4D3sCD8BOAF4C9Y0A22eOYs4GdAj9B+rwLXJH2mIpkqCMEHD07t\nPESSYdgwG0Mh+D33wJtvRq1VGXouoSG4iIiISC4qLLTwaPp0tUJJAwcfDM8/DzNnwtFHw/I2/a0S\nPAjBg4UxwXqES/MpBM8uVVUKwXNM0kNw7/024Gjg18BuLOQObmCtT4LHu4C7gAne+z3JnqtIxgo+\n0qMQXHJBQQGUlu4NuouKrB1+LW+/bW1L6jwhIiIiInHp3t3G6motiplmSkthue9TOwQPKsFBLVFa\nKgi+u3VTCJ4NqqqgXz+7r3YoOaFJi1Mmmvd+F/A959zPgXOAI4EBWFuUKmAZtojm3733lamYo0hG\nO/RQ+POf4fTTUz0TkeQYPjxc7R3Ne5gyBY48Mqo8XERERETiVlhoY7t2cNhhqZ2L1FJaCst39cCv\nXIWrLwQvLk7dBDPdhg3298SAAQrBM11Njf17KCy0fyOqBM8JKQnBA977lcBvQjcRSZS8PPj611M9\nC5HkGT4cHnrIAu/ooLuiAiorLQQXERERkZYJQvCxY8PhqqSFvn1ht2/LupW76RG9MCaoErylNmyw\nT6EWF1tffMlc27fb345duthHiVUJnhNS0RNcREQksYYPhy1brBlitClTbFQILiIiItJyQTsU9QNP\nO6WlNi7b2Ckc6ikET5wNG+znv7BQleCZbutWGzt3tosaqgTPCQrBRUQk8x1/PHTsaK2Abrgh3AMR\nLAQvKICRI1M3PxEREZFsMWwYjBoF55yT6plIlCAEX04pzJ8PbdrY78gKwRMjCMG7d1cInumqqmxU\nJXhOSWk7FOfcEGAiMAYoBbpgPcGXA+8D//Lez0vdDEVEJCPsuy/MmQM33gh33AEvvggffAD5+RaC\njxtn90VERESkZYqL4cMPUz0LiaFWCD5vtlWBO6cQPFEUgmePIAQPKsEXL07pdCQ5UlIJ7pzbxzn3\nDDAbuB04E/gCMDI0nhnaPts597Rzbp9UzFNERDJIv37w8MPwyCMwY4aNa9bA7NlqhSIiIiIiWa93\nbxuXUwpz51oIDgrBEyUyBN++HXbuTPWMpLmCdihBJbjaoeSEpIfgzrlDgI+BLwKuCbfTgI+cc6OS\nPVcREclAX/0qHHIITJoEr71m2xSCi4iIiEiWa98eehRVWwi+dq1C8ERbvz4cgoOqwTNZZDuU4mL7\nXtbUpHZO0uqSGoI757oDzwFFWMC9GPgBMBooBNqGxtHAdcCi0H7FwPPOucJmvObBzrlJzrl/O+dm\nO+fWOed2h8a3nXM3OueKGjlHL+fcXc65Oc657c659c65Kc65S51zrglzGOScu885t8g5t8M5t9o5\n95Jz7qw4voZHnHOVzrmdzrkVzrl/OeeOa+r7ICKSM5yD226Digr4/vftr4HRo1M9KxERERGRVlda\nGqoEB1sXBxSCJ4L3tSvBATZuTO2cpPkiF8YsKrIAfNOm1M5JWl2yK8GvAXoBHngUGO69/6X3/kPv\n/WbvfXVo/NB7fxcwPLQfoeOuacZrfh24Gaso3xfoBGzHgvjDgZ8Bc5xzh8U6OFS5Pgv4PjAU2AN0\nBY4A/gT8xznXvr4Xd85NAD4BLgMGADuxUH888KRz7oGGgnTn3KXAe8D5QN/Q3HsBZwCvOudubvwt\nEBHJMSeeCEcfDcuXw9ixFoSLiIiIiGS5vv3yWZbXzx6oEjxxtm+HXbssAC8M1WeqEjxzRS+MCVoc\nMwckOwQ/PTR+BlzsvW+wgZL3fhdwMRZCO2wRzXhNw6rKDwO6e+87eu+7YUH2xcAaoAfwtHOuIPLA\n0OPnsNB6NjDGe98V6AxcCezGwuy7Y72wc24g8AQWvL8N7Ou9LwAKgFtCu10Sml+s4w8D7sUWMH0a\n6Oe9LwR6AveFdpvknNOy3CIikZyD22+3+0cfndq5iIiIiIgkSWkpLHd97YFC8MQJAm+1Q8kO0e1Q\nQH3Bc0CyQ/CBWBX4Q9776qYcENrvodDDAfG+oPf+4VC1+bve+40R26u89w8BF4Q2lWB9yiNdC/TG\nqq8neO+nh47d5b3/HTAptN9lzrmhMV7+FiwwXwl80Xs/N+K1JwF/DO13Y6hVTLQ7gXxgJnCO974y\ndPw67/3/AC8F+znn8pv0hoiI5IrDDrOe4Nc050NEIiIiIiKZp7QUVlX3YA/54bNsRRIAACAASURB\nVBC8QwcbFYI3n0Lw7BLdDgVUCZ4Dkh2CB5XfFXEeF+zfGkvvvhtxf5+o5y4KjX/33i+KcexvgSos\nqD4/8gnnXGcg6Pn9h8gAPkKoTJFuWHuTyOPLsZYrAL/03u9u4Pgy4KgYz4uI5LZjjw33QhQRERER\nyXKlpVBDPqspCYfgeXnQsaNC8JZQCJ5dgkrwzp1VCZ5Dkh2CLwyNveM8rlfU8Yl0ZMT9BcEd59y+\nQP/QwxdjHei9rwKmhB6Oj3r6CKBjI8cvBj6v5/gTI+7/J9bxwFvAlnqOFxEREREREZEcUhpaE3M5\npbWLQTp1UgjeEgrBs8vWrfYJifx8VYLnkGSH4P/AenufG+dx52FtVJ5IxCScc+2dcwOcc1cCfw1t\nng88G7HbyIj7nzZwuuC5/aK2Rx4/qwnHj6jn+NXe+9WxDgy1ipldz/EiIiIiIiIikkNqheBBJTgo\nBG+pyBC8bVurIN4Y6wP/khGqqqwfOIQvaqgSPOslOwS/Bwttv+Ccu60pBzjnbsUWtfwsdHyzOed2\nOOc8sANYhLUz6Y4tWnl81EKdpRH3lzVw2uC5bs65LjGO3+C9b+j/NMHxpVHbS6Oej/d4ERERERER\nEckhQQi+jL4KwRMpMgQPRlWCZ67IEDw/HwoLFYLngKSG4KEw+GRgOnC9c26Kc26ic64wcj/nXGFo\n+5vAD4Fp2MKU21s4hZXAKmBrxLbXgau990ui9u0acb+h/1NEPtc1xv3G/i8TPN81antLj9/LOXeZ\nc266c276mjVrGjmdiIiIiIiIiGSiXr0gL8+rEjzRgsA7aDFTWKgQPJNt3WrV/IGiIrVDyQFtkvli\nzrmgp3dbrC3K4aEbzrn1WKDbCSiKOrQv8IZzrr5Te+/9oMZe33s/IGIuJcCFwI3ANOfcz7z3P2ny\nF5NBvPd/BP4IMHr0aJ/i6YiIiIiIiIhIK8jPh9499rB8TV8YPDj8hELwltmwwQLw/Hx7rErwzBZZ\nCQ62OKYqwbNeUkNwYADW25uIMUi2i0O3SME+pRH7xRJ3sBvqs32Xc24KMBW4yTk3zXv/XGiXLRG7\ndwI213OqThH3t8S4H/l8Q8dvidre0uNFREREREREJMeU9m/L8gO/Bvvnhzd26gRbFBs024YN4VYo\nYPcXL07ZdKSFtm6tHYKrEjwnJDsEX0IzAuvW5L2f5px7CzgKuAwIQvDlEbv1pf4QvG9o3Oy9r4rY\nHhzf3TnXqYG+4H2j9o8+vi8Nq+94EREREREREckxpaWweHF+7Y2dOsGqVamZUDbYsMGC0kD37vDR\nR6mbj7RMVZVVfweKi2H+/NTNR5IiqSF4ZDuSNBMsLhnxWSE+jbg/Evi8nmNHhsbPorZHHj8CeL+R\n42fVc3yJc66n975OM2/nXD4wrJ7jRURERERERCTHlJbCO+9EbVQ7lJaJVQm+cWPq5iMtE90OpVcv\nWLECqqvDLW8k6yR1Ycw0Vh4a9342yHs/B6tcB1vMsw7nXGfgyNDDyVFPvwUEC3nWd3wZMLye41+O\nuB/zeGAc4QUxo48XERERERERkRxTWgpr18LOnREbFYK3TKwQfMsW2LMndXOShu3cCYccApNjxGXR\nC2OOGmX/PmbPTt78JOmyOgR3zuW7BlbTDO1zPHBo6OF/o55+ODSe65wbEOPwbwNdgGrg0cgnvPdb\ngadCDy93zhXEOP760LgFeDrq+IVYkA5wjXOubYzjfxgaK4A3YzwvIiIiIiIiIjmkb6hp6ooVERsV\ngrdMdAheWGijqsHTV2UlfPgh/OMfdZ+LrgQfM8bG9+tr4iDZIKUhuHOum3PubOfcL5xzjzjnngmN\nd4a2d2vhS/QDPnLOfcs5Vx4ZiDvn+jnnfgg8gy26uR64O+r4XwIrscUnn3fOHRI6tp1z7nLgp6H9\n/ui9nxvj9X8CbAX6AM8654aEju/snPsJ8D+h/X7mvY+1rPAPsID9QODvzrm+oeOLnHO/B04J9vPe\nVzfxPRERERERERGRLFVaauOyZREbFYK3TKxK8GC7pKegB/7UqbW3e193YcyhQ6FbN4XgWS7ZC2MC\n4JxrD9wCXA50bmDXraGwd5L3fmcD+zXkQODe0P1dzrnNQMeo110EnOW9Xxl5oPd+k3Pui8BLwH7A\ndOfcFqADEFRmTwa+F+uFvfeLnHPnAP/A2qbMdc5twqrHgyZDDwK/qOf4qc65/wH+AJwJnOmc2wgU\nYME9wP96759o9F0QERERERERkazXo4eN69ZFbOzUCXbtsvYdbVISBWWu7duttYZC8MyyerWNs2ZZ\nxX5Qvb99uwXhke1Q8vKsdcq0acmfpyRN0ivBnXNFwLvAtVgY7Bq4dQGuA6Y657rHPGHDlgPnAL8H\nPgDWAt2wr3sJ8CxwKTDCex9zWV/v/QfYwpZ3A/Ow8Hsr1qrkm8ApDQX03vsXgAOAPwGLsQB+I9bz\n+2zv/SXee9/A8fcDY4HHsAU8OwGrsfYpx3vvb278bRARERERERGRXBBkfZs2RWzs1MnG7dvr7C+N\nCIJuheCZJagEB3jvvfD9qiobIyvBwVqizJgR1UxfskkqLv89hVVnA2wD/oZVU88FqrDgewgwHjgP\nq9g+EHgSOD6eF/Le78KqsGM0AIrrPKuA74duzTl+AXBZC17/Q+D85h4vIiIiIiIiIrmhILQiWcwQ\nfNs26No16XPKaA2F4OoJnr6CEDwvD955B046yR5v3WpjrBB892745JNwj3DJKkmtBHfOnQEcDXhg\nOrCf9/6b3vt/eO9neO8XhMYnvfeXYS1I3seqwo9xzp2ezPmKiIiIiIiIiGSSIASvlc9GhuASH1WC\nZ6bVq+37dMABFoIHgkrwzlHdmbU4ZtZLdjuU80LjKmC8935JQzt775cCJ4f2B1VDi4iIiIiIiIjU\nq1076NixgUpwCfPemqfPmgU1NbH3+fvfrY/6sGHhbUEIvnZt689RmmfVKujVCw4/3NqhVFfb9vra\nofTvDyUlCsGzWLJD8LFYFfgD3vsmfWbEe78BuB+rBh/binMTEREREREREcl4BQWqBG/Uj39sDdR7\n9ICRI+HBB+vus3Ah3HcffPOb0K9feHuHDlBaCgsWJG26EqcgBD/sMNiyxS50QLgdSnQluHNWDa7F\nMbNWskPwktA4M87jPg2NPRM4FxERERERERGRrFNYqErwRj35JOyzD9x9NwwZAn/6U919fvITaNsW\nbrqp7nNDhsC8ea0/T2me1autsvvww+3x1Kk21lcJDhaCf/65heaSdZIdgu8KjR3jPC7Yf1eDe4mI\niIiIiIiI5LgGK8FnzYJzzw1XxOYi76GyEsaPh6uvhm99C9591wLQwIwZ8Nhj9nyfPnXPMXQozJ2b\nvDlLfIJK8IEDLQwP+oLXtzAmWAjuPXz4YfLmKUmT7BB8aWg8Ns7jjos6XkREREREREREYmiwEvyH\nP4THH4fnn0/J3NLCxo0WhgYtTi64wPp+/+Uv9th7uP56eyN/8IPY5xg6FNas0eKY6WjXLvsel5RY\nm5PDD69bCR7dDgW0OGaWS3YI/irW2/s859y4phzgnDscW1DTh44XEREREREREZF61FsJ/vbb8Nxz\ndv+f/0z6vNJGZaWNQQjeqxeceio8/DDs3g3/93/w0ktw880WhMcydKiNaomSflavtrFXLxvHjbPv\n07JlDbdD6dkTeveG2bOTM09JqmSH4PcC1UA+8KJz7jLnXJtYOzrn8p1z3wBeCO1fHTpeRERERERE\nRETqUW8l+O9/bwn5l78ML7wAO3emZH4ptzTUaGCffcLbvv51a6Hxox9ZFfhZZ8F3vlP/OYYMsVEh\nePpZtcrGIAQ/9VQb//3v+hfGDJSVQUVF685PUiKpIbj3fjZwG1YN3hn4A7DcOfeEc+5nzrkbQuPj\nwHLgj0A3rAr8ttDxIiIiIiIiIiJSj4KCekLwnTvhu9+Fiy+2xf9ezdEP3AcheFAJDnDKKRaa/vKX\nMHgwPPCAtdKoT3k55OWpL3g6CirBS0psHDbMKvefftoqwTt0gPz82McqBM9aMauwW5P3fpJzrh3w\nAywM7wGcVc/uDqgBfu69vzk5MxQRERERERERyVwFBbBjh2Xe7dsTDsG7dIGrrrKxa1f4179gwoSU\nzjUlKistwO7dO7ytbVv4n/+Bu++Gp56Cbt0aPkf79jBggELwdBRdCe4cnHGGtbnp0SN2K5RAWRk8\n8wzU1NjPiGSNlHw3vfc3AEcATwM7sbA7+rYL+Ccwznt/YyrmKSIiIiIiIiKSaYI21nurwdu2hdJS\nuOYaKC62AHfCBAv7qqtTNs+UWbrU3o82UbWhkyZZ3+gRI5p2nqFDFYKno+ie4GAh+J498Oyz9bdC\nAQvBd+4Mn0OyRtIrwQPe+6nAmaGq8AOBPkBXYAuwApjhvd+VqvmJiIiIiIiIiGSiggIbN24MdYRw\nDhYsCJWFh0ycCI8/Du+8A0cemZJ5pkxlZe1WKAHnGq4SjjZkiC026n3DrVMkuVatsk8/RIbdY8da\nKL5qFfTvX/+xZWU2VlTU/qSAZLyU1/V773d579/33v/be/9oaHxfAbiIiIiIiIiISPzqVIKD9UGO\nDGonTIB27az1R65ZurT2opjNNXSo9VYP2m9Ieli1qnYVOFhrk9NPt/uNtUMB9QXPQikPwUVERERE\nREREJHEiK8Hr1bWrVYPfcw/8/e9JmVda8L7+SvB4DR1qo1qipJfVq8OLYkY64wwbG2uHAgrBs5BC\ncBERERERERGRLBKzEjyWP/0Jxo2D88+Hhx9u9XmlhQ0bYNu2xFWCg0LwdBOrEhzguOPs4k9DleDd\nutk/IIXgWSdlPcFFRERERERERCTxgkrwRkPwrl3hhResTcTFF1swfNxxrT291Fq61MZEVIL362d9\n1ufNa/m5JHFWr7Ye4NHat4cHH4xdJR6prEwheBZSJbiIiIiIiIiISBYJKsEbbIcS6NwZnn3WqmMf\nf7xV55UWKittTEQleH4+DBqkSvB0UlMDa9bUH3SfeSYccUTD51AInpUUgouIiIiIiIiIZJEuXWwN\nzEYrwQMdO1oF+OTJ1jM7myWyEhysJYpC8PSxbh1UV8duh9JUCsGzkkJwEREREREREZEskpdnrY2b\nVAkeOPFEWLwYFixorWmlh8pKq+Du3Tsx5xs6FObPt+A10+zaBT/4gVVOZ4vVq21srOVJQ8rKYPPm\nOP8BSbpTCC4iIiIiIiIikmUKC+OoBAcYP97Gl19ulfmkjaVLobTUgvBEGDTIwuTlyxNzvmSaNg1+\n8Qv4179SPZPYFiyI/31dtcrGllaCg6rBs4xCcBERERERERGRLFNQEGch6+DBFv5Nnty0/Wtq4Pbb\nYdasZs0vZSorE9cKBcIV5UH4mkkWLrQxXRf2PO88+M534jsmqARvSQjev7+NCsGzikJwERERERER\nEZEsE3cluHNWDf7aa7BnT+3nVq+GSy6pHZbeey/86Efw178mZL5Js3RpYhbFDARhaxC+ZpJFi2xM\n157mK1bEH9AHFyNa2g4FFIJnGYXgIiIiIiIiIiJZJu5KcLC+4Js3W5uMSPffDw8+CCefbGHvggVw\n3XX23IYNiZhucnhvIXgiK8GDsDWTK8HTNQTfuBGWLInvmFWroE0b6N69+a9bUgIdOigEzzIKwUVE\nREREREREskzcleAAxx9vFeGRfcG9t2rvwYOtP/OXvgQXX2xBY69esH59Iqfdutavhx07WicEz+RK\n8AUL6lb/p9qePVBVZT/E8fwgr15t35O8FkSezllLFIXgWUUhuIiIiIiIiIhIlikoaEYIXlQEo0fX\n7gv+0UcwezZcey089phVib/1Fvz611BenlmV4EuX2pjIdiidO9stUyvB27eH3bvjr7hubZE/vPHM\nbeZMW/i0pcrKFIJnGYXgIiIiIiIiIiJZJqgE9z7OA08+Gd59F6ZPt8ePPALt2sGXvwwTJ8JDD8EN\nN8DXvmYtJzIpBK+stDGRleBgFfGZVgm+Y4dV9h91lD1Ot5Yokb18mhpGT5liF2kuuqjlr68QPOso\nBBcRERERERERyTIFBVBTYx0l4vK970GfPnDhhXbw3/4Gp55qVeJg22+7zVpGpEsI/u1vWzjfmMWL\nbezfP7GvX1KSeZXgFRV2heSkk+xxOofgkZXgK1bA1Kmxj7n9dujZE77xjZa/flmZXdjYvr3l55K0\noBBcRERERERERCTLFBbaGPfimN27w1/+Yi1Qxo+HlSvhggvq3zcdQvBHH4Wnnmp8v88/tzemV6/E\nvn4mVoIH/cC/8AXo1i1zQvCbb7YFXKura+//8cfw4otw1VXQqVPLX7+srO5rS0ZTCC4iIiIiIiIi\nkmUKCmyMuy84WMh45ZVWcVtYCBMmxN6ve3d7gZqaZs+zxfbssTkEVd4N+ewz2G8/q2JPpEysBF+4\n0Mbychg6FObNS+18otXXDmXGDNi6NTz/wB13QNeu9qmAROjb18blyxNzPkk5heAiIiIiIiIiIlkm\nCMGDLPGWW+CDD+I4wc9/DgcdBN/8JnToEHuf7t2tpUazkvYEWb/exsWL622A/sIL1kWDzz6D4cMT\nP4devWDNmtReDIjXokX2fe3d20LwxirBr7oKjj++GU3mG3DrrfWH1sEP7qBB4WrsmhqYNcvuz5wZ\n3nfBAvjHP+Dyy8MfgWipPn1sXLkyMeeTlFMILiIiIiIiIiKSZYIscNMmyzsnTYK//jWOE3TqBB9+\nCHfeWf8+3bvbmMqWKOvW2bhlS8zeL1u3wmmnwRGHV7N0dTurBE+0khILaIO5rF1r7TQmT078ayXK\nwoUwcKBVxQ8ZYtXWO3bE3re62hZIfe21+vtxP/KILZg6ebK96U3xwAPw5JOxnwu+lwceGK4EX7Ik\n3OT+00/D+77wgr3/l1/etNdtit69bVyxInHnlJRSCC4iIiIiIiIikmUi26G8/rrdjzvPa6xtSDqF\n4BCzJcrSpZaPLlycz7G8zrKSUYmfQ9BjPOgL/tFHFthee236VocHIThYJbj3VlEdy/vvhyvuf/vb\nus/X1MDVV1tLkpNOsrYknTvbz8fJJ8c+54oVNofVq2Ov3rpxI+Tl2UWL5cth9+5w9XdeXu0QfNo0\nq9wO+ngnQmEhtG9ftxL82Wdh8+bEvY4kjUJwEREREREREZEsE7kwZhCCJ7y9cYaE4AB3nvkuqynh\nuElH1Fvw3GwlJTYGfcHnz7dx5kx4/PGmnWPPHvjud+PsWdNM3lsAXV5uj4cOtbG+vuAvvmjB89e+\nZpXb0T9Is2fb9+E3v4H//Mc+dnD55XDwwfDSS9YqJtrbb4fvB4t0Rtq40a7kDBhg8122LBx8H310\n7XYo06bB2LGJ7fXunFWDR145Wr4cvvQlePjhxL2OJI1CcBERERERERGRLBPZE7y+SvB//tNaKTdb\nUZGN6RKCRy6gGBKE4Gd3fYk/tv8ucxe2Zdq0BM8hqAQPQvB586BjRzjgAAuE9+xp/BwPPWRV1r/8\nZYInF8OGDVbNHFSCDxliY319wV94wULmm26y1ij33Vf7+TfftPGUU6wSfNIk+zpuvNG2f/xx3XNG\nhuDRi1yC/eAWFoaruysqLAQvK4Nx4+w93rHDvpa5c+HQQ5v2tcejT5/aleDBRZZMWwRVAIXgIiIi\nIiIiIiJZp0MH6+bwwQdWRFtYaCF45LqGt91m6182WzpVgrdtW28luHPQd+m7HDfcrgK0WggetEOZ\nNw8GD4af/tTuP/RQw8dv327BMcDzz8POnQmeYJSg8jqoBC8osK8hVgi+ejVMn24B96BBcOqpcO+9\ntef45psWGA8aVPvYgw6yMVYI/tZbMHJk7flECkLw/v3t8ZIlFoKPHGm36mqrQJ8+3Z5vjRA8uhI8\nuKKydm3iX0tanUJwEREREREREZEsVFBg3SkAzj4btm2r3c54yZLahdRxC0LwoF90KqxbZwH40KH1\nVoL36gXtZn9CyYF9GDAA3nsvwXMoLIQ2bWq3Qxk82FbkPPRQq6AOWqTEcs89dqXiuutsgc+gdL+1\nBJXXQSU4WDV4rBD8pZdsPOUUG7/zHQvGg48QeG8h+FFH1W1HUlRkIfZHH9XevnWrbfvSl6Bbt4Yr\nwfv1s8cLFsDnn1sAvv/+tu3TT8PfzNGjm/a1xyO6EnzJEhtb9I9GUkUhuIiIiIiIiIhIFiostOC7\nTx845hjbFhS2bt9urZpblOd17Ajt2qW+Ery42HpH11MJ3q90j/Vz3m8/xo5thRA8L8/6gq9ebRXK\nCxdaqOycVU3v2mUtPGL1+964EW6/3RaQvOUW6NIF/vWvBE8wSlB5HRmCDx1qC2BeeCH86lfhwPfF\nF+1rO/hge3zCCbDvvuEFMhcvtgD/yCNjv9aoUXUrwd97z96nI46wavSGQvCOHe31X3nFFsccOdLe\n27ZtLQSfNg2GDQv3/0mk3r3t52vXLnscVIIrBM9ICsFFRERERERERLJQkAsee6wF4RAOwYM8b8uW\ncMYXN+esGjyNQ/AlS6B/t032YPhwxo61rz26P3qLlZRYJfjSpfaGDh5s20eNsv7XHTvago5TptQ+\n7q677P27/XbrYXPKKfDMMxYSt5aFC6FHD6vCDlx+uQXcr74K3/ueBd033QSTJ1tAnxeKEPPyrBp8\n2jQLs4Ov56ijYr/WQQfBnDl2NSbw9tv2s3PYYY2H4GDV5FOn2v2RIy0AHzbMFsecNq11WqFA+B9N\nUOEfXBhQO5SMpBBcRERERERERCQLRYbgpaV2f/lyG4M8DxLQEiWVIfjatRbolpVZcLpp096nvA9V\ngrcJJd6hSnBohWrwXr2sEnzePHscLDYJFii/847N86abwtu9h4cfhgkTwv2zJ0600DXhE4ywaFHt\nKnCwdiLPPms/IPPn2zx+9jP74QhaoQQuugi6drVq8DfftJ+BESNiv9aoUVBTY4F14O23LcwuLLQQ\nfNEi2ydSZAheVmbP5+db+A3WEuWNN+y9au0QPLhionYoGU0huIiIiIiIiIhIFgoyxGOOqb8SHFpY\n2JrqEDyyEhxq9QXfuNHaT/fbvcCqrAcMYNQoa9+d8Iw5qAQPen8HleCB0lK45BILjYMrEdOmWbD6\nla+E95swwSqdW7Mlyuef1w7pow0aBI89ZmH1D35gvbsjde1qX8sTT1i7lCOOCFeKRwvC/aAveHW1\nXRAYN84eDxwIO3bU7r29Zw9UVdWuBAebc4cOdn/kSPvmQuuF4L172xjMTe1QMppCcBERERERERGR\nLDR0qBXoDhpknS86dcrCSvDoEDyiJUqQWfbb9KlVEOfn07EjHHig5c8JFVkJ3rFjuPQ+0le+YtXf\nwaKSTzxhgXdkyFxQAMcdB48/DnfeCT/+Mbz1VuLmuX69vTFBON2Qww+Hn//cfnCiXXml9ehevrz+\nVihgAXb37uG+4DNnWg+eIAQvL7cxsiVKUM0fWQkOFnwHgsUx27Wzb2hriLxytG2bXS3q1s1C+8j2\nLpIRFIKLiIiIiIiIiGShW26B6dOt/bJzlulFd3aADK4E9z4cggdBaUQl+N4QfMX7sN9+e7ePHWtr\nQCa07XZJia02+tFHVgUeqzJ62DALbB9/3Ob+5JMwfnw47A2cf75N/vrr4dZb4fvfT9w8Z8ywsaXB\n8ZAh4TYp9S2KCfaDd9BB4RD8rrugfXs4/nh7HCsE37jRxuhK8MgQPLg/apQF4a2hpMTmv3IlVFba\ntuDigfqCZxyF4CIiIiIiIiIiWSg/P9w9AuqG4P362f2MrQTfssVaZxQXQ8+eVoEdqxJ81fvhXtJY\nCL5lC8yencC59Opl43vv1W2FEukrX7FFHp980r4JX/5y3X0uvNBC1qoquPZaC67rW730lVdiLyxZ\nn0SF4GAB/de/Docc0vB+o0bBJ59Ye5VHHoFrrglXWZeVWdDcUAgefO/GjAnv07+/vedHH93yr6M+\nbdtaH/cVK8JXjUaNslEtUTKOQnARERERERERkRxQWlq7HUqQ57W4EnzTproLGyZDEEQWF1uQWlZW\npxK8TRtPb1aG26UQbiHdUF/wb34THn00jrmUlNi4fXvD/baD/t9XXGEh6+mnx96vuBg6d7bJ7tpl\nIXK06mo7/qqrmj7PGTMsPA5C+5YYNQr+/Gdrst6Qgw6y9+WrX7Xw+4Ybws+1bw/77NNwCD58OMyd\nW3uBzrw8qy6/+eaWfx0N6d3bKsGDKyoKwTOWQnARERERERERkRwQVIJ7byH4kCHQpUsL87yiIjth\n0Mc5mSJDcLCgO6ISfMkS6Fu8g3xqwmXvWK/0ggJ4993Yp/3sM7j/fnj22TjmEhkqN1QJXl5uFc1r\n18KJJ9ZthRJt9Ggbp0+v+9yCBdabevJk2Ly5afOcMaNp/cATKXi9JUvg9tvthy5SeTksWhR+HB2C\ng/2wOlf7uN69rfq/NQX/aIJK8KCCXu1QMo5CcBERERERERGRHNCnj3XYWLTI1vbr39+6PbS4Ehxa\n1hJl6VL48MP4j2skBF+6FPp1C4XzQV9prIh4/HjrzBGrJUpQAb5mTRxzCSrBoeFKcAhXg8dqhRJt\nwAD7+t5/v+5zQXX4rl3w3HONn2v3bpg1q/UWkqzPsGEWVo8ZY61eopWXN1wJnkqRleC9e4cXPFUl\neMZRCC4iIiIiIiIikgOC/C5oA9K/v+WrLe4JDi0Lwc8/HyZOjP+46BC8rMy2VVUBoRC8/RqrIO7b\nt9ahv/61dRs57zzYuTO8vaYmHIKvXh3HXHr2DN9vqBIc4NJLYdIkOOecxs/rnIXHsULwGTMs0e/d\nG556qvFzzZ5tgXmyQ/C2ba2s/sknYy8YWl5ufXq2b7fH6RSC9+ljIXhFhX2aoKjItisEzzgKwUVE\nREREREREckCwFmFkCJ6wSvD162189FG48UZYtappx8+YAVOmWGJd3+KP9YlVCQ5QUUFNDVRWQj9X\naSFx+/a1Du3TB/7yF2sr/cMfhre//bblncXFcVaCt2tn70XHjuGrDfUpVKK4QwAAIABJREFUKLBe\n1p06Ne3cY8ZYBffWrbW3f/IJ7LsvnH02vPDC3vCfmTPhrbfqnieRi2LG6/jja1Xj11JebmNQxb9x\no4Xl0W1TUqFPn3BP9v79rf95QYHaoWQgheAiIiIiIiIiIjkgKZXgP/kJ3HYbDBwI3/9+7TLrWH73\nOxu9Dy8+2FTBxIM5BGHq/PmsWWPZZb9dC2r1A4/0xS/ClVfCr34FDz1k2x55xLLpCy6wnDOu9T57\n9YJBg2JXO7fEmDE2kY8+qr39k0/ggAMsBN+xA1580RqaH3WUfQHRPv7YLgbsu29i59dSAwfaGLRE\n2bjRguZEv4/N0bu3jatXh3+OWvyPRlKhkeVbRUREREREREQkGwSV4B99ZAXLxcUJ7gm+dq0FmVdc\nYQtl3n037L8/XHJJ7GM3bLDK8SFDYN48W3xw0KCmv/a6ddYyo00o3grC3TlzWBrqftJvy2ewfz0V\nyMAvfmG58cUXw7Jl8I9/WGeWgQOhutqmGBSaN+rMM5te3R2PyMUxjzjC7m/aZJXTl11m20pK4L77\n7H3cuNFumzdDt27h88yYASNHht+vdBFcvJg3z8aNG9OjFQqE/9FAOATv0UMheAZKg0sqIiIiIiIi\nIiLS2goLrRB4506rAnfOAt5Nm2zNxGaJDMGnTbP755wDDz5olbyRCx5Ge/BB2LYNbr3VHldUxPfa\n69bVTqgLCqxyd/bsvUXl/dZ9XH8bDqBDB+sk8pWvWBeXDRusiDpo8R1XS5Rbb7WTJFqfPtbTPLIv\n+Kef2njAAZCfbwH8q6/ae3LzzfbcrFnh/b23EDwVrVAaU1Ji37dgcdR0CsGDSnAI/xwVF6sdSgZS\nCC4iIiIiIiIikgOcC7dECfK8Hj1sDFp6x61jR+uHHYTgeXlwyCFWbVxaatXdsdTUwO9/D4cfDl/6\nkm2rb9/6RIfgAMOGwezZe0/Vf+fcBkNwsAsDjz0G111nRdUnnNDMELw1RS+O+cknNh5wgI1f/7qF\n5U88ARdeaNsiQ/CVK+2LOeig5Mw3HtGLf6ZTCB6rElztUDKSQnARERERERERkRwRZHqRRa3QgkzP\nOasG37DBmo2PGBFe0LB//7p9vmfOhGuusbYn8+dbU+727W1iLa0Eh70h+NIlng7tayhmXb09wSPl\n5cGdd9oanW3aWHEyWCvotDBmTLjVCVgIXlgI++wTfn7ZMpgwwRYI7dQpXC0O1g8c0rMSHGz+c+ZY\nC5d0CsG7dAm3uIm8cqQQPOMoBBcRERERERERyRFBJXhke2NIQF/w9eutEvzQQ8Pb+/WrW9192mlw\nzz0Wlj/8MJx7rm3v3795IXjwBQT23Rc2bGDpgp30K96GC84dp7SsBAd46y0bg0UxnQvvE9zPy7P3\nNzIEf/99ez6dQ3Dv4YMP0isEd84u0LRtawufgl142bLFVl6VjKEQXEREREREREQkRyS8EhwsBP/g\nAwvCI0Pw/v2hstJan4D1/66ogJtuguees7YdQXBbVpa4dihAxbxdlHVdH55HnIJsPW1C8HHjrOr7\nuuvsfQxC8PqMHFk7BH/9dWuFUlDQ+nNtjmDxz/ffT68QHKwv+D772MUFqP8fTWWlXT2JbEMjaUMh\nuIiIiIiIiIhIjogOwRNSCV5UBIsX2/2xY8Pb+/WzVTiDJDlYJHPIkLrnCELwIDCPtGWLhea33w6X\nXWavtWuXba8vBF/WhrJ2K6zVSlDWHYd27SyHTZt2KJ06wZ//DLNnw9e+BlVVjYfgq1bZN3bHDpg6\nFY47LnnzjVePHjBwoM2zqiq9QvCLLrKfu0DwjyY6BJ83z97vyIsPkjbapHoCIiIiIiIiIiKSHEOH\nWkFrkEMnrBIcLKgdMSK8PUjaly61VhLz59vjwYPrnqN/fwvMV6+2ytuA93DSSRaOglWO19TAT39a\n+wuIOM+O9gWs3NSJMl9hQXxky5A49OyZRpXgAOPHw7e+BffdZ48bCsGD78OsWfZ+7dwJxx7b+nNs\nidGjYfJku59OIXhkAA7hn7noK0dbttgY9G2XtKJKcBERERERERGRHDFxohUTB/l0x452a3FPcIBD\nDrFVJQNB4/GgzUkQgg8aVPccZWW19w289ZYF4LfeauHiZZfBI4/YIopQNwTPy2PpgCPtlDtmN6sV\nSqBnzzSqBA/84hf2Xjln1d71CZ779FN47TXIz4cjj0zOHJtrzBjYtMnup1MIHq2+K0cKwdOaQnAR\nERERERERkRwRWQUe6NEjQZXgkf3AoXYlOFgI3qNH7IAz2Dd6ccxf/crarVx9tfWz/u53rar5ttvs\n+egQHKjobS1ZyjZ+0qIQvKQkzSrBAbp2haefhj/8ATp3rn+/0lJ7nz/91PqBH3IIdOuWvHk2R7D4\nJ4R/ptJRfe1QFIKnNYXgIiIiIiIiIiI5rLg4QZXg0SF4cTF06FC7EjxWKxQIV4JHhuCLF1vge9ll\n1moFYL/9rC3Iyy+HXyNKRVergi5b92G4Gr0Z0q4dSuCgg6wtSkOCSvH33oNp09K/FQpYUB+0rsmE\nSnC1Q8koCsFFRERERERERHJYiyvB993XeqoccUTt7c5ZJXZkJXh9IXhhoVUqR7ZDueceO8cVV9Te\n9+qrw/djheBtB5FHNX390ha3Q1m7NvZanRlh5Ej46CPYvTszQvCuXfcubJrWIXiHDnZRJvofTVWV\njQrB05JCcBERERERERGRHBZdCe59nCc4+WQrmS4trftcv34WbO/caWN9IThYYB1UgldVwf33w9ln\n163mPukkW+EzmHyUil2llLKctuxpcTuU6mrYsKHZp0itoC94mzYwblxq59JUQUuUdA7BIfaVI1WC\npzWF4CIiIiIiIiIiOaxHj3AIfs89UF5u4W8sU6ZYNl2Lc/X3pw4qwRctsnS9oRC8rCwcgv/lL7ZI\n4lVX1d0vLw/uuAPOOCPcJiVCxaZCyqgIv34z9expY1q2RGmKESNsHDsWunRJ7Vya6tRT7epD8Oan\nq1g9hBSCpzWF4CIiIiIiIiIiOay42HK7bdvg1lutFXdlZex9f/MbuOGGOE7erx+sWAGffWaPGwvB\nlyyBPXvgrrvg8MPhsMNi7ztxIvzrXzGfqqjMp6zjmvDrN1OQw65e3exTpNbIkXbB4PjjUz2Tpjvn\nHFi50lqOpLPiYlWCZ5g2qZ6AiIiIiIiIiIikTo8eVqT9u99Z/giwcGF4rcpIlZWW/VVXQ35+E07e\nv7+d/M037XFj7VA2bIAHHrCK8N/8Ju6vpbra5li2zw7YXFR/hXoTZHwleI8eVrp/wAGpnkl8gsUx\n01mPHrUXcQWF4GlOleAiIiIiIiIiIjksaKt9xx3Qu7fdX7Qo9r6VlZZpN3khzaAS+7XXrM9zUVH9\n+wap+4032gKJX/xiE18kbPlyKyQvO3EofP/7cR8fqaTExowNwcGq6TOlFUomUTuUjKMQXERERERE\nREQkh/XoYeP69fCzn1mF98KFdferrrbOJhBHMBz05J4506rAG6ryDfZduxauu85aecQpKM4tO/MQ\nC9NbIHhfMrYdirSeoIdQZPP8IATfscNuklYUgouIiIiIiIiI5LCgEry0FC680LLoWCH4qlXhzK/J\nwXBkT+6GWqEAvn8ZE/knk7rcRfW55zfxBWrbG4LHaOUSr3btoKAgwyvBpXUUFdlHIiKrvoMQHGxR\nV0krCsFFRER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sz37Y4t1ahJmH7wOx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ZeHdMtH2uUj7fKRdnlIt3ykXT7SLg/plo+0E91GTnAxZkIIwcxmxB639eOxRvxc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\nCCGEED3C6aefjpkxf/78q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xuQBHfj1HjJ0GH3\nGRRPyvG6SfBp0ROd4G502z1Hwm33G/DbXBhzR+Q+G6SUrpTS7jfQllJ+QEp5O4DbALwJwNcB2Cul\n/EkpJS+TERERERERERHRDcP108nib7njAB4+u87FMdHtBFcJeeWWvVU83y8JbntYLIWPnV4dipxJ\nElx1gqtEuK51L5QAg5LgPkrG4CE5TcdUzwYp5Rkp5eeklF+RUrrT3BYREREREREREdE0uL6MO8GB\ncAjuBRKfefb6Du7VfFB1KLWSnvr6gcUSNtsu3J7FH+sdL5EED4fgUkoURUoJx59BElwTcSe4ujXi\nhTGjTvC+C2MGWIwuGDAJPju5zgYhxOno41eK3iEiIiIiIiIiIqJ5EibBRfzn19yygpql44Gnr+3g\nXs2Hhu2iYuowepLXK9Vw0LvRSudi66lO8HBw7vjFDYPdKJ1tJb5f06AnOsF9Pz0EV0lwe8DCmLWS\nDl0TcPziq2Cov7yXRI4DuAXAVwrcFyIiIiIiIiIiornTu9CiZWh40+378cDT1wpNMd+IGnY32Z20\nUrMAAOstJ/X1esfFYqmbBAeKrQVRA/VpJ8E1gTjlrpLgenSOlOOFMfslwX2UDR2WrjEJPkN5z4Yr\n0e1WUTtCREREREREREQ0j3o7wYGwEuX8ehunr29f/HE3qXe8eKidtFKNhuDN7hBcShl2gpe7neAA\nYPcZFuflRoNla8qd4KkkeG8diqnqUPp1ggcomxosg0PwWcp7NpyKbk8UtB9ERERERERERERzyQtk\nqg4FCIfgAPDAU7u7EiVZb5IUD8ETSfC26yOQ6HaCD6kNyUslwc1pd4InhuBeEG4zXhjTUO+rfxK8\nZOooGVqhNTA0XN6z4YMABIB3FbgvREREREREREREc8f1tifBj++t4tYDNTz4zO4egg+qQ9kb16F0\nO8Hr0SKai+Up1qHMKAmuad0alLGS4F6AsqnDihYFpdnIezb8IYBPA3iVEOIXCtwfIiIiIiIiIiKi\nueL4sm+y+FvuOIDPPrfad9i5WzQ6Hhb61KEsRwtjriXqUNQQfCHuBI8S0wXWocyqE9wQAl5vJ7ga\ngg8Z7tuuj7KhcQg+Y7nOBillAOAdAO4D8ONCiM8LIb5fCHGrEKJU6B4SERERERERERHtINcP+iaL\nX3ZoEbYXpAa9u03D9rBQMrd9vWzqqFp6qhO83glT4UuqE9xUw+LiLiKoxSqnngQX/ZLg4TaFECgZ\nGuy+neB+mATnwpgztf0yTQZCiOR3UAB4LYDfT9w/6iWklDLXtomIiIiIiIiIiGbJ84O46iJJVaS4\nu7jbud5x+3aCA2EveLIOpWFHSfAZ1KH01tcULdUJ7qeT4EB4EWDYwpglLow5U3kH0b0/9SOn3kRE\nRERERERERDcid0Adiqrc2K3DTClllAQfMASvmamFMdVAfE8lSoIPWUAyr7gTfMp1KJroXvzo7QQH\nwgF/34UxPT/uBN+t581OyDsEfxCALHJHiIiIiIiIiIiI5o2UEo6/fWFMoJs2dqaUBP/rxy6iaup4\ny12HpvL6k2o5PgKJoUnwZFXMlc0OAODQUhlAIgleYKe6+l5MPQmuJZLgQbhNXc+SBO8OwTsFdqHT\ncLmG4FLKkwXvBxERERERERER0dxRvc+Wvr0IwTLCr7n+dLKiv3n/c1iumHM7BO+tN+m1UrVwbq0V\n//nyVgcVU8dS9PiyOb06lGknwXUh4uH3oCR475BbShnWoRgaLF3DVtub6j5S13TPBiIiIiIiIiIi\nohuYOyRZbOlhnUcRtRa//6kzeGG1lfpaveOi6ez8oPSXPvY0fuSDj2z7er0TDcEH1KHsraWT4Jc3\nOziypxyvJziNOhR1QWIWC2N2k+D9O8F7F/xU77Nk6igZOutQZmhuhuBCiG8QQvy9EOITO70vRERE\nREREREREQHeoavStQ1FJ8MmGmU3bw89+5BT+x5cvpL7esD00Ojs/BP/yuQ387Vcvo95xU19XSfBh\ndShbHQ9edHwub3XiKhQguTBmgXUoM0uCh8NvKWUiCd7dZtncngRX9SiqDqXI903Dzc0QHMB+ACej\nDyIiIiIiIiIioh2nBtz96lDUYpmTdoKrhHByyCylRL3joW7v/BC85XjwA4kvnl1Lfb0RJ8HNvs9b\nqYVf32iH7+vyZgeH9ySH4FESvMBu7G5yf/v3q0jqmogfyL5J8JKxPQmuhuJlU+PCmDM2T0NwIiIi\nIiIiIiKiuTK8DiUagk84zHTiIXh34N1xA/iBnIskeNMOh7mffW419XU1tB+WBAeA9aaDIJC4Wu8Z\ngt/AneBq3u0FEn7UDW6k6lCGJMGNMAk+rQVVaTsOwYmIiIiIiIiIiAZwvTDl23cIHg1aJ61DUYnh\n5BC8bocD5rbrx3UiO6UV9ZJ/pncIbg/vBFdD8LWmg9WmA9eXOJyoQ1EXEQqtQ/FntzAmEA7BPb9P\nEtzU0elNgnuJOhRdK3T4T8NxCE5ERERERERERDSAGqqafYaqajA++RA8fP5Wog4lORBvOjvbHa22\nf+rSFjZa3YUuVUp9YBI8qkNZb7m4stUBgFQnuKaJwofBcRJ8ygtjqrYV3090guvJOhRtW81Lsg6l\nxDqUmeIQnIiIiIiIiIiIaAAvqrowte0d0yptPOkwUw1LtxKD72QNSmOHe8Fbtod7j+2BlMDnTnd7\nwdV+1QYkwffWojqUloPLm+EQ/EiiDgXoPyyehDujJHi3DiWAGy+MmaxD6dcJnl4Y0/EDSCmnup8U\n4hCciIiIiIiIiIhogGF1KGrxRcefbJDZrUPpJsGTg++d7AWXUqLl+vj62/ajYur43OluJUrD9lA2\ntb7HBkjXoVyKkuCHe4fgplZsHYo3uMO9SHqfTnBd626zbOiDO8FNDZauQUrEi2rSdPW/TENERERE\nRERERERD61BU5YY7aRK8z8KY6YG4u+05s9JxA0gJLFdNvPbECj7z3PX4vnrHxWLZHPjcsqmjYurY\naDloOz50TWD/Qin1mJKhF1uH4gcQIp3KngY1Y092ghupTvDtw301FC8ZerwoqOMFUx/YE5PgRERE\nREREREREA6l6DVPfPlRVw0unsIUx+3eC13cwCd6MFsWsWTq+/rZ9ePpKA9fqdrxfiwOqUJS9NQtr\nTReXtzo4uFhKLR4JRHUoBQ/BTV2DEFMegvfpBE++t7Khw03cB3S/z2phzPBr7AWfBQ7BiYiIiIiI\niIiIBog7pvukdVXv9KRJcFXh0XGDeHupOpQpdIJLKfFXX74Q91kP0rLDwW3VMvCm2/YDQFyJ0rA9\nLAxYFFNZrppxJ3hyUUzFMjTYbrF1KKUZJKu1aMjuBUFcaZJaGDNKencS7019XrF0WIYe7y9NH4fg\nREREREREREREA8RVF30Gq6r+wp04Cd59vkp91wcsklmUZ6428GN/8mV88fLwAXScBC/puOemJVRM\nHY+8sB7v10KGJPh6y8Hlrc62RTEBoGQWW4fi+kHf6pqipTvBVR1KshN8e9Jb1aGUDa2wRVUpGw7B\niYiIiIiIiIiIBnCG1KEIIWDpGuxJh+BucggeVqJMOwmuhuxXmsP3vRUNwauWAUPXcM/RJTx2biPe\nr1FD8OWqhfWmgysDkuBhHUqxSfB+qf2ixZ3gvoyT4Kk6FDNMevdLgpdNvTsE94t77zQYh+BERERE\nREREREQDDKtDAcI6D9cbXikySnII3E2Cu9hXs1JfK5KqILnWHr7vzbgOJRzq3ntsGU9c3ILrB6h3\nRteh7K2auLjZQd32cLhfErzgTnDXlzCN6faBA4Cad/uBhB+E+9+7MCYwIAnOTvCZ4xCciIiIiIiI\niIhogO7CmP3HaKYuCq1D2YqS4PWOhz0VEzVLR3MKSfC2GoK3sifBAeDe48uwvQBPXa6j3nGxVDaH\nPn+lZsWVH33rUAw9lYSf1MyS4NG82010gvcujAn0JME9H6YuoGsCJdahzNTwSzVERERERERERES7\nmEp5D+qZNnVt4kFmv05wtehk0zGmUoeiUslZk+C1UjjU/brjywCAL5/byFSHslK14s/71qGYBdeh\n+EG86OQ06dHCmH4g4ave+Ax1KGo4ziH4bOUaggshvjn6dFNK+VhB+9IC8AIAfueJiIiIiIiIiGgu\nuFHVhan1r9iwDG3yJLjbrw4lHDA3SwbqU0yCb9gSbcdHxeo/OO5Ngh9bqWClauLzZ9YQSIysQ1mp\ndYfghwd2gm8/fn/68DnsrVp4y12Hsr2hSJgEn10dyqBO8NKAhTFL0XDc6nM/TU/e3w24H8AnAXxP\nUTsipfyYlPKElPLWol6TiIiIiIiIiIhoEq43vA7F0rV48cy8kgtrxgtjdjwslg0slE00ptAJnkwo\nn19vDXxc00knwYUQuPf4Mj7z7HUAyJAE79al9O8E1/sOgn/3wdP44BdeGPra/bh+EA+Yp0mdDmEn\nuISuCQiR7ATfngS3XR/lqCvcYhJ8pvKeEeono6gUOBERERERERERFej51SY+d3p1p3fjhuf6o+tQ\nJk+CB/HCk6k6lJKJxdK06lC6w9kX1gYPwVu2ByG6HddAuDjmatMBACyOSoJHdSjLVTOuCEkqGVoq\nCR/vn+en9jErxwsGXrAoUm8nuN7zmwJq2N1J9J13PD8+BvEQfMJzh7LJe0Zcim6nX7BDRERERERE\nRERj+60HTuPf/Snzi5Ny4oUxB9ehFNEJXisZqJh6nATf6rhYLBuolfSpJ8GHDcGbjo+qqUNLDHnv\nPb4n/nzUEHxvVIfSrwoFUJ3g249f2wnyDcFnlQSPDofvS/hBkOoDB8KEO4BU33nHDbpJcJ1J8FnK\ne0Y8EN2+uqgdISIiIiIiIiKi4thuviQtpXkqCa4NSoKLOC2el+35KBkaFssG6h0PUko07KgOpWRO\nJQnedn3omkBZH5EEdzxUeypPXnlsOf58oWT2PiVFJcH7VaEA3ToUKdPHMDx/xx8QzyoJHneCB3Jo\nEtxOJsETC2OyDmW28p4Rv4lwAcsfEEKM105PRERERERERERT5wVy4poOCjumdU2kktBJZhGd4F6Q\nGoI3HR9Shn3b4dfciV6/n44boGxoOFDV8MLqkCS47aPWs2jm/oUSjq1UAIzuBK9YOiqmjiMDh+D9\na0E6no+ON89J8PB88IIAfiAHJsE7qST49joUmz+jM5HrjJBSfgnATwNYBvAJIcQ9he4VERERERER\nERFNxAuCiRPKFA7BB1WhAAXVobgBLEPHYtnEVseN608WyyYWok7w3qT0pNquj4ql40BFjE6CW9sH\n3fceX472cfgQHAD+6ztfiX/5jS/pe58agicrUfxAwvVlKkWdlesHcdXINCUXxgyT4Olt9k+Cd+tQ\nSno4DGcSfDZGn6V9CCG+D8BFAPcBeDuALwshHgLwEIALANqjXkNK+Yd5tk1ERERERERERKN5voQX\ncMA2KccfXq9hFbEwZk8dSsMOk98LZQMLZQOBDIfW/YbRealU8oFqgCfOtyClhBDbh/1N20ettH1Z\nwNef2IuPPXEFy9XhdSgA8J2vvGngfaUoGW27AVDu7huQ7tPOyvFmMwSP61B8Cd/fngRXie9kJVHH\n9eP3W1JD8hzvkcaX9yfnfQDU5SeJMFH+zdFHFhIAh+BERERERERERFPiRWnaQcNNymZUstgsYAju\nRHUoS2UTFzfa2IqT4EZcN9Kw+yey81JD8INVH7bn4VrdxsE+i1e2XB/Lle2D7ne/4WZ840v3Y7E8\negg+TDcJnh4Wh7d5kuASpjH98z1eGHNAJ7ihCWginXBPdYJzYcyZmuSyiEh89P45ywcRERERERER\nEU2JF4T5RT9gJcokPF8OT4IXUYfiBSiZejcJrobgUSc4gPhrRem4ASpmWIcCDF4cs2V7fZPghq7h\ntgMLE+9HvzqUThqjk3AAACAASURBVPR5noVdwyT49v0tmhqCu0EALwhg9FTmCCFQNvV0Etzr1qFo\nmoChCQ7BZyTv5aMfLHQviIiIiIiIiIioUH5UheIFEsb0Z4IvWo6/fcCZFCbBJ7vQkFwYc6vjomGH\nA++FniR4kdqOj7Kp4WA1HMq+sNbCa0/s3fa4llNsDUsvtYBkujs7HBx7gYTnBzDGqDdx/GAmSXC1\nUOqgJDgQVqIMWhgTKOYCCmWT6wyWUr6/6B0hIiIiIiIiIqLiqMGs6wepwRuNx/Xl0DoUyxBwCusE\nN9FxA6w1HQBqYcywH7zwJLjnY6FkYF9FQIjBSfCm46FmTe/86deN3ZueXsg4BJdShtUys1gYc0Qn\nOBCm3NVwX0oZDcG7+2YZ2sTnDmUz/TOCiIiIiIiIiIhmTtWgeBOmlHc71xu+MKapF1CH4gawoiQ4\nAFzabAMAFkoGalESvD6VJLgOUxM4slQeUofio1qaZhK8Tx1Kn1R4FqoCyDJmuDBmEERJ8O3bDJPg\n4XtxfYlAIu4EB8JecCbBZ4NDcCIiIiIiIiKiFyE1EHQDDtkm4Y6o17AKWBgzrEPR40UmL210AIRD\n8Gl1gtte2AkOADfvq+JcnyG44wVw/GC6SXBVh+L1H3zbYwyJ1UB52EWLosRJ8EDCD4KBSfB4kc8o\n6c46lJ1R6BkhhFgQQtwuhHhVdDt5Oz4REREREREREY3NiwazTIJPxg2GL4xpGkUMwf24ExwALmy0\nUbN06JqYeic4ANy8t4oz15sIehZRbTvh4Ha6neBREtwdUIcyRhJcDZRnkQRXQ3DfH9wJXjL1eIiv\n3kdvHco4Q37Kb+IzQghxSAjxs0KIrwLYAPAUgIej2w0hxFeFEO8VQhyadFtERERERERERJQN61CK\n4XoBzD5VF4paGFMNkLc6Lt72yw/i1MWtzNtwvAAlM1mH0sFC9Lm6LXoI3vH8OAn+TS89gOsNB3/1\n2IXUY5pOuM1aaXpJ8LJZXB2KuhgxiyS4lkqC9+8ELyeS4KobvJRIgpcMnUPwGZnojBBCfA/CYfd/\nAHBn9Hoi8aFFX/9pAE8JId410d4SEREREREREVEmrEMpxqg6FJVkVsf5/FobT16u46sXNzO9vpQy\nrkNZiupQLm924mqUkqHD0jXUC65DUZ3gAPAdrziCVxzdg1/4u6dTQ+dWNASfbhI83IdB6e/kQHwU\ne4ZJcCEEDE3EneCG3mcIbupxwr2bBO+pQ+HCmDOR+4wQQnwvgD8CsIhw4A0AXwPwVwA+EN2eAiCj\n+5cAfEAI8e5JdpiIiIiIiIiIiEZjHUoxXH/Uwpgielx4nFX3c9YEsxqClgwtHoI7fhDXoABhGrxZ\nYBI8CMLBuxrIaprAT337y3Fho433f+Zs/LimHb6HaSbB+y6M6SU6wXMkwa0ZJMEBQNdEIgm+fZul\nRN2JGuaXEwP6kq7B8bK/P8ov1xkhhDgM4Dei50sAvw7ghJTybinlP5FSfm90ew+AEwB+DUCAcBj+\nW9HziYiIiIiIiIhoSuIkOJOmE3H8EZ3g0X2qj7oT9Wi3nGzDTTUkTXaCA0h9vlAyCq1DUdtMppLf\ndNt+/IOXH8SvffJZrDcdAN06lIo56yR4/4H4KOqCwiyS4ABgaGJoJ3jZ1Lkw5pzIe0b8CIAawgH4\nv5BS/qiU8ly/B0opz0sp3wPgB6MvVQH8rzm3S0REREREREREGfgcghfC84OhyWI1cFXHuR0NPdtZ\nh+Budwi+MGQIXmQdihrMVsz0+/o/3/5yNG0P74vS4K0ZJMErVvjayeOVtw7F9cJzfhad4EAyCR70\n7QRPJ8FZh7KT8p4Rb0M4AL9PSvmHWZ4gpfwjAH+DMA3+9pzbJSIiIiIiIiKiDFQ9h0qEUz6uH/Tt\ne1a2JcHd9DB8FDtKCJcMHaauxYtV9tahNGx3/J0foN1nIAsAdxxaxK0HFvDU5TqAbhJ8mp3glqHB\n0jW03P4VKPZYSXA/fs1ZMHUt7AT3MyTBVR1K4sKDpTMJPit5z4iXRLd/Pebz1ONfMvRRRERERERE\nREQ0ET9aqJFJ8Mm4I+pQVErc6UmCq0UlR4nrUKLhqEqAq4UxAWCx4DqUOAlubU94H1up4PxGC0C3\n0mWaSXAAqJZ0tBLvr5PsBx8jCe7ESfDBFy2KpGsCvuoE77swphbvv+p0r1rpJLjNIfhM5B2CL0S3\n62M+b6Pn+URERERERERENAUqAc6FMSfjjFgYc3AdSrbhppPoBAe6Q/BkErxWMtAosA5F7aPq4046\ntlLBhfU2gOTgdnpJcAComjqaPXUoQnQ/zyq5yOgsGJqA54dDcL3vwpg6bM+HlBJnV5sAgKPL1fh+\ndoLPTt4zYjW6vX3M56nHrw59FBERERERERERTcSL61A4ZJtE2Ak+ug5F9VGrKo+2O2YSPBpIqwR4\nqhO8XHQSPNxmvyT40eUq1lsuGrYXJ8GrfR5XpGrJSCXn246PPRUzta9ZuNGxnFUnuKFr8IJwYcx+\nneBlU0Mgw98mOH2tiaPLldQxL3EIPjN5z4gvI+z2/gEhhDnqwQAQPe77EXaJP5Zzu0RERERERERE\nlEF3YUwmwScxqg5FVW+oPmq1wGP2hTFVKru3DiWxSOaAhTH/4pHz+OqFzUzbSYoXaeyTmD62UgEA\nXFhvo+l4sAxt6kPlmqWjaSeS4F6QGIKPnwSfVSe4ES+MObgTHAA6no/T1xu49UAtdT+T4LOT94z4\ny+j2dgB/JIQoDXuwEMIC8D4Ad0Rf+rOc2yUiIiIiIiIiogxUApx1KJNx/ABGhjoU1Ufd7QTPujBm\nuhN8KUqCL5S6udOFkgHbC7b1u//MXz2B337wdKbtJA3rBD+qhuAbLbQdH7Upp8CBsG4lmQTvuD4q\npg5L19AZZ2HM6FhaM0qCh53gAbwg6JsEVxc2Oq6PM9eauO1AuiHaMjTY7OyfibxnxB8AeDr6/J0A\nTgkhfkwIcZdKhgshDCHEnUKI9wB4AsC7EKbAnwLw/gn3m4iIiIiIiIiIBggCiSgIzjqUCUgp4Y6o\nQ1EDVzWgVvUd7YwJZjse3Ko6lKgTvKcOBeh2dANh0r9ue3j2aiPTdpLUvqmkcpJKgp9fb6Np+1Pv\nAwfChTdTSXDXR9nUUTI12OMsjOnPtg5F1wRcf3ASvBQd33NrLTQdf1sSvKSHSXApeaFq2nKdxVJK\nXwjxDgCfArAfwAkAv6juF0J4fV5bALgG4B1SyuyXcIiIiIiIiIiIaCxqUUyAdSiT8AMJKYcPVU19\n0MKYWYfgUR2KObgORS2SWe94WK5aABAvlHn6WmPgEHaQuBO8zxD8wEIJJUPDhfU2Wo6HWmn2SXDb\nDVA2NZRNPT4+WfQuMjptpq7BH9oJHh67Uxe3AAC37t+eBAfCn1HLyP79o/HlPiOklE8DeBWAv0M4\n4E5+mH2+dh+AV0spn51wn4mIiIiIiIiIaIhk+ttj3UJu6mKCOWSo2q1DUUnwMetQ3PTgNl4Ys5To\nBI8G4snFMTfbbvh8L8DFjXambSlqUK8G70lCCBxdroRJcGeGSXAn2QkeJsHLpjbewpg7kAT3Agnf\nl9C17dtU39NTl+oA0LcTHMBYg37KZ6KzWEp5AcDbhRCvAPBPAbwewBEAiwDqAC4B+AKAv5BSPj7h\nvhIRERERERERUQapJHjAJHheWeo11H2Onx6CZ13QUT2vZISpYbUg5FIl2Qkefp4cgm913PjzZ682\ncHxvNdP2gO5inP2S4EDYC35+vQVT12aXBLfTneBlQ0fZ0MdbGNOb/cKYfhDADQIYfSpz4iT4pS1U\nTB2Hl8qp+1WVDhfHnL5CLuVEA24OuYmIiIiIiIiI5oCfqEBxOWDLTR07M1MneM6FMVUqOxrcvuPe\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OrO30rtCLRHdhTB3uhElwKSUefWE9Vdegaj68QMLt0zl+9nor9bhpUUnwqdWhuD4qGTvB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\nSZIkSZIkTaz/B2bkkX6b2VOqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1728x1728 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with tf.variable_scope('my',reuse=tf.AUTO_REUSE):  \n",
    "    #train_network()\n",
    "    pred_network()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
